{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from IPython import display\n",
    "\n",
    "# kill error when executing argparse in IPython console\n",
    "import sys; sys.argv=['']; del sys\n",
    "\n",
    "import os\n",
    "os.environ[\"CUDA_DEVICE_ORDER\"]=\"PCI_BUS_ID\"   \n",
    "os.environ[\"CUDA_VISIBLE_DEVICES\"]=\"1\"\n",
    "\n",
    "from torchsampler import ImbalancedDatasetSampler"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import argparse\n",
    "import random\n",
    "import copy\n",
    "import torch\n",
    "import torchvision\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import sklearn.metrics as sm\n",
    "import torch.nn.functional as F\n",
    "\n",
    "# parse arguments\n",
    "parser = argparse.ArgumentParser(description='Imbalanced MNIST Example')\n",
    "parser.add_argument('--batch-size', type=int, default=64, metavar='N',\n",
    "                    help='input batch size for training (default: 64)')\n",
    "parser.add_argument('--test-batch-size', type=int, default=1000, metavar='N',\n",
    "                    help='input batch size for testing (default: 1000)')\n",
    "parser.add_argument('--epochs', type=int, default=100, metavar='N',\n",
    "                    help='number of epochs to train')\n",
    "parser.add_argument('--lr', type=float, default=0.01, metavar='LR',\n",
    "                    help='learning rate (default: 0.01)')\n",
    "parser.add_argument('--momentum', type=float, default=0.5, metavar='M',\n",
    "                    help='SGD momentum (default: 0.5)')\n",
    "parser.add_argument('--no-cuda', action='store_true', default=False,\n",
    "                    help='disables CUDA training')\n",
    "parser.add_argument('--seed', type=int, default=42, metavar='S',\n",
    "                    help='random seed (default: 42)')\n",
    "args = parser.parse_args()\n",
    "use_cuda = not args.no_cuda and torch.cuda.is_available()\n",
    "\n",
    "torch.manual_seed(args.seed)\n",
    "device = torch.device(\"cuda\" if use_cuda else \"cpu\")\n",
    "kwargs = {'num_workers': 1, 'pin_memory': True} if use_cuda else {}\n",
    "\n",
    "# load data\n",
    "test_seq = [\n",
    "   torchvision.transforms.ToTensor(),\n",
    "   torchvision.transforms.Normalize((0.1307,), (0.3081,))\n",
    "]\n",
    "test_transform = torchvision.transforms.Compose(test_seq)\n",
    "train_transform = torchvision.transforms.Compose([\n",
    "    torchvision.transforms.RandomAffine(\n",
    "        10, shear=10\n",
    "    )] + test_seq)\n",
    "train_dataset = torchvision.datasets.MNIST('.', train=True, download=True, transform=train_transform)\n",
    "train_loader = torch.utils.data.DataLoader(\n",
    "    train_dataset, batch_size=args.batch_size, shuffle=True, **kwargs)\n",
    "test_loader = torch.utils.data.DataLoader(\n",
    "    torchvision.datasets.MNIST('.', train=False, transform=test_transform),\n",
    "    batch_size=args.test_batch_size, shuffle=True, **kwargs)\n",
    "\n",
    "# make imbalanced data\n",
    "torch.manual_seed(args.seed)\n",
    "num_classes = 10\n",
    "classe_labels = range(num_classes)\n",
    "sample_probs = torch.rand(num_classes)\n",
    "\n",
    "idx_to_del = [i for i, label in enumerate(train_loader.dataset.train_labels) \n",
    "              if random.random() > sample_probs[label]]\n",
    "imbalanced_train_dataset = copy.deepcopy(train_dataset)\n",
    "imbalanced_train_dataset.train_labels = np.delete(train_loader.dataset.train_labels, idx_to_del, axis=0)\n",
    "imbalanced_train_dataset.train_data = np.delete(train_loader.dataset.train_data, idx_to_del, axis=0)\n",
    "imbalanced_train_loader = torch.utils.data.DataLoader(\n",
    "    imbalanced_train_dataset, batch_size=args.batch_size, shuffle=True, **kwargs)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Requirement already satisfied: seaborn in /usr/local/lib/python3.6/dist-packages (0.8.1)\n",
      "Original dataset: 60000 training samples & 10000 testing samples\n",
      "\n",
      "Distribution of classes in original dataset:\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Sampling probability for each class:\n"
     ]
    },
    {
     "data": {
      "image/png": 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5DbgUWJ1kHnhLVd00QOlLgJcDn+7OfQP8To3uNF5qzwFu6X7Jy9OAO6pq8K8kLpMfBD7Y/SqDlcCtVfXhAeu/Dnhvt5A5ALxyqMLdf2YvAX59qJoAVXVfkjuBTwDHgAcZ9o7R9yd5FvAt4LXLdBH7uLxDVZIa1PppGUk6IxnuktQgw12SGmS4S1KDDHdJapDhLkkNMtwlqUGGuyQ16P8BDvSZCzug9yYAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Imbalanced dataset: 37873 training samples & 10000 testing samples\n",
      "\n",
      "Distribution of classes in imbalanced dataset:\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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9Jaqk2pBnAFj3iIyKuobKyP73yzGMmdgRgNpdZVQ7MfxPANYnyIg4Gt8uJRL7fAFK+DtW3TLy590j6Rcl/gopu/e606ybxox0rROYdNPb7nhwdOr3dwaIr8of70uplHwzck65MfM9vTg0va+avUp40khg2GLNUwBE9Eog6JJcr/mXSyLfdeW+NFrbJwt8aOmTlD2fE0+V63M1RpSX/ys6N1OSRvP3BsMHdcB7AyifIUln6lEYSWTzSaAYlb7rQ2yzSQDU/nyz7OcO7xqfn+wr5/n5od8D0DXfKcxoynknagJw4UF5F5yLFNvLfiH+bymnnEdp+hL735b/wVSjPFPpAPHj67y7FRVHSkmym1G23I2Zi65L0YUO1zfZ9D/KvuFYOTtdUXzGHCXvdBde35FKj5nZ/GY6UKazutmBMsPp1yVaWNC7qTQ6n3NSdMqx4wD0bPs4AGU2y9/OrsSEZx+RG+bOPOsAedlV+VNq9ZX3UAfKJOWEdKTKvSyfHZZLhypwUdp0XbE7ZTpy4pA/7bYNW+ZdqRxuhYzTRe3ipH7irsMy1bmgiUybFbTAwY4lACj5qXd1pOpu7AbAyjumA5Bokw7VF2crp7aZOF3etn4Zcjhs7D8y9fubRSRMu8fHcm0+mTgYgKC57ourv9xJktYufV068nn9ModYf3q6AgC/DmwCQJllhiO2xZ9978o9tiNSzpPVSd2v+FafE3+PBEk87SeDvzwLPJMvYG9HedTLdJ59KoMKs2SAVXG8dBrCYm9uasfqpWlVA8qKS8TPr4ujcajFTMeRdkGa9S0tw3+xW9e3w10AHGmQI6a6jaNDJcnv1EfknquR4VK/8H+lCYj3PveBuMck/YGZcBrsM+hfXFmE0AwppZPvFgf6n4ZI+hULaQPWuetkwBaDe+4/7xo6KIqiKIqi+BA+o0g1i9x9UyMfM81BzyGLAJnKg7QSB72/HkiZtZ4L27VuzqZkhBZRnQJKiXLx0VtS7iYAf3YmSUmOkjOcJzXzJOmVKJOaozbb/e53SBSBsKnS1lcSVDqj8rsnqfuPOFsX3XAJAL/V4nAdZZVp2Q7fy3Tv9iaTKb7mioO9eJ5CbaXsS4XRUlapzGK5N9Of03Ac31+1EHXmauUrzL5TpusrGSkDRn0m036vrGgNQMrJ7J/Krfyy1PfLqER9cS6CTRekJMW6aZKuIFF8VCn3piRNzRtwjW2RphPr9evMmakQen8qCT1nrKoK5PyUUenf5M6pfWhQ6rKy30oKlehDoga6Mgn5bM3fU2cKvA6rHPO2a6Ju9P5VZgFKLLMQcEWu16tG6ZATDeTox9wzFYAvwpcB0K72o9g2bM8xk53hX0GmHlPidl+3rV/tKrSZKrVY+xWU+ynjm7P1o/KMMV1nvI3Od4pylFG9/+OKpL8pO2xjpmM62lDutTIBmZXHUr+6tyakl94BiqIoiqIo3o/PKFJ/JkRhCf8zyzZXOtTD+pQ4zuUxUuL3M4qGWgx/IbOX2qnj32yeJHPo3lb89mY43k/8Paz3yVxykzxprurdx0p4aMk5vpEwzy8ggMK5ztkt++uX6gBEJHtPSO6tkJywj2Kj92XZJvgvKb9R76+B/DRN5vv7lb3T3aZlwtpM0lIErBH1NK2QdBrRA2/e7670+2nX46CW4p/zf+MlQW39QBln7n4uBoByL2X/efc3nLYsGRSlfgX2QwFRafxfluLYKTZHKrifsR9jHGq0OZwi/n2jT4qKuu71OgQuzKi6esZ52fQ5KzU3bdmtBLUkfCyKf98CaYmN+4XJeZ3wj/jlbDsvKl5KD3n25vRzNvngIQA+KC/PEEf+MWZoQegU+RwbJrafXSnKeL7PjnGhiVvNtMOvtiStPdpEfHsD7xV/0hU1xVG+Q4sHOV9V/H0P329/bb58pzhm9w5JU5kyBhZMPi/vvIAL4rvnXyEKjorfbooRSOBpzv+vAa8UGW78sveN/WhfKwACrh5IXWZrLAEDXz42Bkf0O9iM/Iuz1xc5I6pIKYqiKIqiuIjPKFLl/7eJSt9JkrjthyXc+P+O187QajW1g/cBpBbdbLpFoossxih0abUfAJj3/Z2UOuQbSk16AopLGHPZ+aLcLCpp3ws3S6ncP2gQJWf51vGd7lGX5wqNtVsW/nuih6y5Pkn3yPV38F7xtYl8MXvUk5CDohVUeWMLk840zJZ93gwBJYoD0GGCRDQdvVYQgNWP1sg+3z6D3D9Lct2BI8XXau0LEl1Up4mEn7sj2cXfh42iySVXOG9kqEwZfTTSs/Oa+K+1n/0sABXel/Bx2yXxfQu87EXJY+tJseQ9g/1pFmnvZ/NngvjflJ2YVo4jzy5R9JNLSBLdY/Xz221TrPq/qd8DDLW/hJFg9p2iEom5roAk/hxgqI5hk7xf+Td9174c/AAAv06cQFsyvmeyn11fS1TZ903FxzVjdJ2pecxeOj3TtpYMUZjWDGvTr+sZIoprz9lfpW5bY5UkUg3v4h0lqZLz+JHPYq9E7U0WNfzaWPEFDiBNkXp3mvQHzPJFGTmXlAfr5ZPuMDUVVaQURVEURVFcxGcUKYDyn0lkxbE7RaUwRz7mqHHh5QK8vk1y8nzxgYySQoxyBe13yNg2NRfVH54rSXEr7Hhf5rjnlVzscH3dL4YAUMbH1CiAE83SkjuOPCOj5FwbJFeIN2aqOdBSho1fdZbIs/derElAKfELST585Ib3Y6khhW3jnpW8JzObicpYPbc/jV+R0XxoDhYQtRYrBMD9wRKZVyLE8CRZtJV663sAcG6/+HBEP5M9uckCruRcPGb4YFGMqvST/223+yXCqUzgKRYdF+Vm6wZRrQa2XAJA/4KZkxX2f1ryoEUtkiSi3pF6MwOGEvXlj3KNlvAPSlUnUpWM8D/kd7M09WLBJfHDqZvnSOp25jq7bdPlpRp7VkrtfD1eIi5L/C7+PTebl8obCN4pfkMW/Dj2jPhNFRvlvmdq3D2iqmTHc27x5VDei2vtcF3dYqLkjCi5PHXZnLqigg2kcTb89Vun0FeraITcmyvfkWdhuQCJ1uv2rtyPC2aH4ldXru0Hf5ayN7vbSQmqjCrylkOliKwjKru7CsGrIqUoiqIoiuIiPqVImcUw+3aWcg3J+ewzCgfuOkbJQzscbvrdgboAPF5NovhOVctHmGeSDLuMpUYlxjf9xm7ZUSNS6PUjEs1QbpTkPPHK0bETHo07CED3fBupOVJGIiU/Nkd/3qscPtlKsiHXyC2+MgsObyA2SdSJjvMkX4//FQdjFSOQps3d4kMzsLCMRs38J2ZG+kRbEqFf5/xo3rpJ7qF7Vorf0tYmk1LXra4j15+ljhxXm+mP2W0bsOuQS7mfgh44Zvd7VXwkADFkf56b5H0yKi/3knyue0n+3+soCka0b3hrySfVu5vpEybqY5IthSoL5BqNWeT9D5A9g+39l3L5+bPaCL58/6AUAk9YJP/r9t3/Tt2uY8ENdts5KysDFmIWS7H1ym8dBaCo4XvqiWfQ7uENiHlTnoG3Ugg7pXCI7COHMteZJZeSnPw58//tSLHqvV+KaO//VLLxh6w5SKHD8Q73sy9EjqtT8e4A1PxhF28WlXN9+jHxxyz0lfcqiEUCJLIw6b57uTz4LADxNaYYax3nioocluI2JcrEtzpSBrZ10qHyz7A8q3DefPdLB6rKd1IuJfbtMbSd5H4nwuzAklemfGp/vY17g+wTNLYwXnZlx8p/w3L2n5w1Lhuom8d0HAwiz0nfS7mZPrGjWd8prvM4p+3THprmq8a+vtsxo75bk4VD3FbS4EaIGCkPpvZFOgHwarkFqZ1G85jn/zjRbpuxZyqw8bx0QmK/lilL812UHCT7Kz5SXrSWmpVpMU2mBgeHzgRgbaL8b2J6ezZR4Imach4zJu2MTYKYft7fgcqIOSWXZIMU44VjdqBM5n0vKTYiWyfQ3nAUT0uCbHH4u8KP/YkZJIOHW0mnkF3s6T6BmGsy0HYldYYZzPPEd7Oz1a7rUf1TeY5PHOi4lMs5qwQRFbDk4f2TMqU1fc5dAJR9U+6nvMi9lNV5SE1xYHxuuMNCjRkyGMr/gDEA+srlw3A7nfOJ03jnyZ9nWmemI9maKK4/j27uBUDpvUfc3qnXqT1FURRFURQX8UlFKjswHSO9Eb9ACf080VNCYte+mZYSoPeBuwA4fpf0usslbslR25Q0tl4oJV9CHcvozjCTPKbJ9fYqXJ9dIrsX3ObZ29NvlVGuR2YOeOnBfrzx3mQAmgdddLhN/9A4LKFGgMAbvzpsc2SIXLulAzakKhyVzMLa/9uULbbfKkU2S+CDqR6a56yI/zUudJdKtvm/X+0Z426CCi/KCH7B7+I83jnfeeoFyvh82yBRTU1lNP31mPZdxtoLL0twgRnMU7KTTP9G4x3/gzMLowFIsm0g6pM44MamFi88KOdywkefAVDSX7bq/qiUcfpy/2mKJbg/cKfEcPkbzyX0B+DK42ft1l/9s7DY98lKrt0vbipll2SPXeWfFSVqztr5ANQbYJSwGuO5gKWAq/JMvGiVZ0XGdAhZ8cACCQIxkwXnxBSzKlKKoiiKoigu8p9VpPoX3MPier3kh+HE7i0cHCK+W7899bGxRHykEm3JrNwrfg3lE71j5H4rXO4k5W1K+6crUOlDLlLHGoqfQYeoLrLAz4/YlwrZtVl09ygAFlwUv4bBofGpClTfg3cBsOoXKWRbboYkkWWHKDpFrYfcZrsr5P9hNaPXSVBD8+UzXd5PyQAZXSbakqi/RpLsxjy9F/CeIIlz5cRHKiVDYs5mvw8ixgeUKBOzTMqXPToAcGTKX/QtKAk5E232qQxGn5Vny8yDtegavhGAMZuaA1B0nlEQdoUEhniDP1R6gkeJYvbPBCvFFoqauHOkqE35Dtkn9d3XLg9Fq0tQwfJqosodTZEjuu+95wEo8of4V+X0cQbNWWt8ZlyTpnrnXpK9iV7NVC2Vp0kQRa7QbN29S4R8J/fYC4PuBWBc6b+uu03lseJnVmGYXLs5mTJHFSlFURRFURQX+c8pUmYZhL6Rd3mdEuVfQZJQfvGEJCEr6p/Xbv3DCW28xofkVrDkkeRq53qKohPoJ5fhhHNlKTTZe0NvnZGye2/q95g+CXbrBtPI7vdvduUmJDy7rJFs0xuTjmYkOWEfAE1fFj+EM60luWX6FAkm04wCqe+ttU8OGHuPRNzUnvwsEa/LsXuLEmWS64K9NLrBEDUqjrziE+cpI2ak84IqoSygbpZt85HAYqQsUHnso4C9TYkyMUsNvdGlF/PnTZWFny4DnPsiAkw4FwHAnL7iCFjkb997/mQX2VXiKjs5/FhpAL6dJaVheuQ/mrru3u2dATiyUdaVe098ujxxf6oipSiKoiiK4iL/OUUqYKnkpznSwMOGOODf5kUAaOAkQCFucTSlOZGDFrkHS2GJIPqn7rd2y2c+dz+BeFGhV8UpBaeuMj7ld/ssVI5oNtr9btlGfBkiFnrfCNgk90UZ156xSt6s2oGiotaespV/2kqerORD3l+E97+GbcN2Kv0pfnexzexV0u3XRE/rsfExAv4Sn6rS88U/yJLg+0r/7UjKdonAnF5RSm9Np2TqukD2AVDO+PQkqkgpiqIoiqK4yH9OkfI2zKzld6y4yDtFx9qtM3NGHWssfiilyZ4Csd5GtQkSLRKxKtbrfGWU7CdwoferjsGz5F576LhcmxdLi0xcMPY8VidlqBTvwPQjbYvjyhWl2Z763Vt9vhTfQjtSHsZ6WWrlbbjDQmtq2a270L0yAPmtvhNufSOYUyKtS8nxhuO52lyKkhWW5eJsHWL89kVHc0VR3ItO7SmKoiiKoriIKlJejC+UoFAURVGU/zKqSCmKoiiKoriIn83mQzU5FEVRFEVRvAhVpBRFURRFUVxEO1KKoiiKoiguoh0pRVEURVEUF9GOlKIoiqIoiovkaPqDey1dbxvP9l+tM/0yLtPj8x0cHR/c/seox+c76DXq+/wXjw/+G8eYHlWkFEVRFEVRXEQ7UoqiKIqiKC6iHSlFURRFURQX0Y6UoiiKoiiKi2itPUVRlAxca1kHgCVfjQfgxX8bAhBbO9ljNnkDfndUASDhRX8A4ptOpWXJmp40SVGJyQP0AAAgAElEQVQ8jipSiqIoiqIoLvKfVqT8AuTwbcnePcr0jyoHwKSl33DnrOcAiH5hIwC2pGses0tRblfOlcsFQACivDxSaCUAr1DPYzZ5EmuTOwB45+uJANQNlIjwFBvsGdYAgPJDV3vGOMUpluBgAJLrxACwu5doJ2OafAvAwjM12dc2BICUY8c9YOHtgSpSiqIoiqIoLuIzilRA2XB2PVUagKQiSXbrIstKT3pJpdnk8pMRZJItxeF+OsS3A+Dyx6UI3nYUgOSDh9xic3aRsnsvAJ229WJnt7EAdBjfTdbF7/GYXcp/l2d27wQgxWY/Fhu86FFipl4AwLZhe47bpWQvphL11teTgDQlatalUAD2XytMTK0DADh+4iqewPRlO/ymFYB/6k5y2O7+oJXc8XkPAEp0VEXKVVSRUhRFURRFcRGfUaSOjApma51RWbaxAkk287vVYZvZMXPly0R4oEGnbLRQcSf+FaIAuFq2IAC5flnvSXNuGNPu5ELiq7D7KX/GNRL/hF/Pyahx9naJegqKzQNAxJQE2ebovzlqa0ZM2481K5K6LKn1WQDuC9oAZL7PYruMZvb9RQGYMLgLAEF/bJW2V6+61+BswBzJvzX0aw9b4lmO928EwK8vfQJAqCUIgK57WgJw9XHxq9nfuRjz+n0MwNPcmdNmeh1+teX68YQaG1CiOAAHxhXi77oT7dZ12PUAALv/igBgcJd5ADxR4CAVC4sSdS6H7HTG7hHia+ef6Ee5l1Z52JqbQxUpRVEURVEUF/EZRerrGlPAiKDJLpIPHc7W/eUkcU+JShD17O3jI2XJm5crzWREd6aCRE0F3nsCgJ+ri0KQkCyX7AVrHprkkWjLxw82k3XvVgIgz4K1OWf0dTjcWtSZcQPHAFAnMAWLMX5pHrQGgPeLyyd3GxsNkI9p58MZP0xU07CJOTdCq7Be/veV88rf7F1gn4NWzsdgnfLJCLfzxAkAtOnyGAB+qzZnn5FuotZXop61yXvRbvm/KSGeMMcjnOnZkJFDxwFpStSEc2UBOP1hBACB8esACD5SlGWXo3LeSDfjlys3kHVU9LkeoqBcKCP3QoVWu/ih/FQA2nXo6WYLMxM0Q56HmyKnMeuSqFMvLu8KQEwfUfAjC14G4FiHAsZWB9n6SwUAyrAyB62FgNKlABi47DcAivjLc7vLzwPYNbo+ANED1+SoTa6iipSiKIqiKIqL+Iwi9fJd3fhpxSyH6/6+Kr4l/Wb2zbQu+LBEmSTnld+JobbUdZE235qHBbAgx2PN57sxMmZeLDMa8fjT4o/R/sk/ea3wBLu2FWf0B6DrpyLTBJxPBODtH6cw61JhACaG/wnArOFbAPh6R3MAkhP2uesQnOJfWfK11J++DYBHC4r/SH6LnLc1icH0m/w0AOWmHHC4j729ygDwZe8xfPf6pwD0sEr+sEJfuf+aHVZC8gE58zMEqP7lQPlSRSL0NjX6ymnbU69cAaBwu2wy0F00qM7TYeOMH3ntVr33ai8A8nPjuZISW9cl6M8dAFgvXcoOC92KfxVRJiL7xtE4UM79uLNyry5+oC4AgXHr7LYJ/XoV4/KIaloY73yemrmUdr1dTRaUcO6r91qtRQA8kl/8Eyt93Z8Punxr16Z98BnZLxszbZ9s3DML5041lrzpst03SmJrOTezy0lE986kFN6dIJF4McMzqEyz5X/xWuE/AFiXaKPMkgtut9ER1nPnAdh6VaLxh4TuAmBjm8+4ZJP/Y1OGXnc/hbaIHlR4vezP9o8H/NNy/C+6gcd/6QNAjI85qLmCFaMjaMu6nTdy6GXpMG0fKC+r5/+V0OpehYYB0H72s6wbX9Fum+gEkaTNpKnmYb/xQC/8z8nL6eWBImPbQpOMbTa46Qiyxj86km4/LQPgofwybbw7Saajew4cBEDQnLWEGxK6szSw4e9IOo7X1vbl3fFfADDsNSlV8t5X3lGOo8xb9g/olq2kc/jrxLSOsJmKxOhDej0Bx87x44WqAAwsKA7/rx+X/3f+meucbmdy6nEpIxPTW1JDTI4Yx7Tz4QDMaiTTzilnzmSv0dmAf6ikMij4hUzJfhPxO0uuSEfy2w9aAVAgznkHsvDn3vXcNTtO1ivSYdr3fA0A4rqPuel9xfYc62Cp4wv62aP12fKmXC/7H5An1f7eN/0nbxj/gjI9V/n/ZDravN+eeOkZSnxvf3+ag9cvyn9jLJHz22Nef6LWeiaRqvWCdOAOXi1kt7zrowPw/0M6qX8dGOZw20KW3OS1yPRrygPS6Uq0yRP1pX8b27WNq2OfLskd6NSeoiiKoiiKi/iMInWxWnGn6x6oJ6rF0qcbERYroxCzR6t4hoBSJQHYMyIMgFUNPwdDiYn+RuTanq1EXn5qsKg1UXNW33BSP9s/27naojYA/sVl6ij6pdOAc6XH3ZSadowe+SXJa6dd7cWWoTLaCtpw4w7wtsYyqh0xYSyVcstY55G99xprT2WTtc5pW6r2TW+T70VR0dJPB5qpSAq9mydb7HI3yXv3s7iKpNeYPEemRjbWlWmdl9bL/2RLLefbF9oujry9iv0NSHmZXiFHZNk2+Yya3w+AmH7eExAROzwSgN0RXwJwPOUy77wpCmOBb0WtCCgnzua7npT7OvcZUWVKfZSzDsrXwxIczK4vowEoOUMUi21P3LwSdSMM/VfKBc1fLgWuo4asI9AqymWltUbKEDcoUn6BgQDs/VJcAOaXlECcahNkuj08nRplayRq3Dvfyrkt4S9K1MgzEiBQYcwxr0ukGrjzSOozvE8Zxyk1rnSsx6Wi9sFnl+6RAJHwMEnRMiPmBwAa/NCPQnPluEOmG87rtuyd0lFFSlEURVEUxUV8RpE6eJ9zR4vU8PFX13AsRZyR757+vF2b6CknAbDtPQj4RnJAXyZ+kIxgh1aVxG/p570jDafU5S+KUhHE9UfnZqI7yy7j/M3Jz/NlpgEwIkr8T3JaifIPE7Wp2wpxLO+R/ygV/3gcgKiH/zFaHb3x/Rk+D90nLQCgZmBgaqmjDWtllB2VA4rUzXCpi4QpYwz69w+7RtkAUQJMdWrotOkAjGwuyRy9uiRTPXFInl9rvLFARrKzVon6EE3mcGxTIag0Rpxc7w6SZ9CU8yV5f0lHAOK7iV9gwPnsTeHiCuZ1driX3FNb7x1urJHz1uy75yn3rdyjlrxy/KfHyasitrq9z1C7+d1J2RHvbpNvmNMPVCeumWFjM8dthp+JZtzfkmskf7z9K/BCFUl3kH+7/C+WDxnGBavcgy1WikoXukh8sArNlvs+6kJmH6OUEydu4Siy5mwX8S3d1kiuqfgkeZdFzJJ3XAqQbKj1XccsAaBmbjnOM1ZR7+cPbQFA7t2+kdg4I0Fz1hKUYVnhL+x/P1xcgiB2bJiCmSu2ZikJWir5SfYqqapIKYqiKIqiuIjPKFLtG91YJFYxfxkd7nhYhsipPhsPy8cTB2QkcqJfOaybY7PXyBzATH/gJHDE45jRIR92FN+SuafE38dVn7Wr7UQJGD5KzueguO4AvFFmPm+8JdGaBW4iJD07uVyvPAAP5f8ZgKnnw6nwf1Jo4Wb8DswoozPTJZ3Dg4afVZLNknr9hiR455gn+EdRaI68IBGZphqVnqfnynkqf9Az5+lm2N8mPwCl/O3TH1R8czdgf179QyRJZ/3logS8VlgUiqcPS9TQgeYWeNd+/6X+8JQHXxqxI8Q/pnEFSc0Q5CfnrOGmBwEo/9Y/YChRB76R+3lL9W/s9mGqIJ8tnkynCaL+l/7Ac/5SpVfnA2BRuKMoO6Hq56JGlHl7JTFOVPASGX532fA0lj9FXS7HFrt1zpODuJfTVe0f/p/+ex8Atv0SKXxpSSQ/VZFyamEWe93mSIooonmOij+Rp44BIH6cofLaJFFvu6rybk45kz2lsZL/PQaIP9igULl/m3WTfsSuT7LlT6TinU9nRVEURVEUH8BnFKlBhZcBgbe8ny/L/A7AxOmRLGpRGUjrufoC3p5H6mztYgB0DJbIiZfWS0RQdIWLmdqmxO22++0fVY6LVSXa5XgtGTklhciBdvlVEnPGt5E8RTEL+xEzzTMKh6kgPT9aRukXrOJX8X3fVlh2/eN0O6f7Kyy+Vsuqf59p3agzklerxDTxv/G2CBuT956Y4nRd+aHer0SZWGMcJ860JWYuFXJyulzrrxVeBsAVm7TZMkIipUIur6FEpeNusNJ1bA1r8OfdI4E01e2U4TdT8F35bb16lT2fSvmTuAbih7Pwsig+b47sBUCJX+SZOf+PmUzuK/t74xdZ54mCvVkR84P4NlUYdfP3kKlGeRPhde1Lm30R/pd8sXNVy+hBJFQxSt88OUv8ML+4sxEpxzxzjcb0lwjH3f7yrLclZ0+ONf9iUparz3J57nQMPkvFb+T9EemmXJM+05G6EZptfohjRyR8OTBEHD43N3accfnxAgkM//QeACq+KhdX8v6DOWCl61htXjqfl47c5+UxNem8ZKvd0WwSALn+8E91nDapOFMubv9i8iCf0eALHhn/LABl31hprJObovMykdX/uirnqkm1ODzV/T3eozoA9wQtA6D3vrYAWJa79tC9FlHY4fKjKVf4YYTI9mFnvSvpoYnp1Fo+l+GcTNrUXu/9ZvHAs063tzYTx9nTFRynSCi2TB7yKfGeqSlpTtPZrlxJXRYQGQHA3GqTjSXSAak7cQgAZabLtetXpyp/VpMM179fkUFg8BZ5CXpqgq/osP2Zpi3v/Fay5pdbZZzDPHl4uc0cuzavje8FQIkxcmzWAHl1vPBvHT4uLg7L5yrItGiIB/LhLt8r0+yYnQqgTZyk0q84WqbKk8+ey3G73EHCLiMVUCXnbe7e/gAAicZU3t/VZ9qtb5dXsoC/0jeK8Hc81Nk3UhCYyZazi6SKUsPPHMwDFN7sXuVBp/YURVEURVFcxGcUqf4J3ZgbM99umemIW2mOOBFG919DgQzbNen5DAAfvCGxkU3zpEn0O5tPBKCjtYM7TM42zDD79uFbU5cV3JzLU+ZkSeBikWt/PCcJJD9rLtNgobusXCou/fbQeEnZ/6DhnLrzgkyRvNLyf5SMt3dYvVpDks49GrIYgLWJosrFj63sMSfzjKyKl+nLGFwbiid0cDxl3eKH5yk/yTuVKJNRX0kQQFQueZRYsXIkWdTg3WNlWtLZeYpeF0jb0O8AuDvocur26Zk8OAKA4XPbU+7lnP9fbDwuJV4KJcu8iV+u3OSaLOpUUUPZMae9Ij6UgArzCA60DEndz74kmbJOPnzE7TY74tgzEgwwq8xwzDQH31wQZSNqhKh9pl689+Va9AqR+/DBBFFES39lPy12eIg4CsfY1nE4Rc5d6C+77NrkJJGPiH21Bgzgu8FSVuToefn/F9/re0FFWVFpjChr21vJu8ycrjOJmfE0UUMkCCSwvlFf0HGZWgrGe9Ld3D0kdLR/nr5+vCYFfpR70126lCpSiqIoiqIoLuIzitS1t4vz10T7nveH+1oDokQ5I/RrGcU+UUcSJcY+kLlcwPm6Mqea11sTBRrOyK8VXkqK4SdV4lfxEPJW52O/lRLSGp5OYMqXoc0/y0znVjN5XeYkdm+MFx+34adF3fj6e1G6wqd5LtQ68LyMa0yfr/FNJDHo6MhWJCfsu+H9XOwqySz/7vIpABbDQbTB26KwlveyYrCOiMlln3wToNXXEg5f1kjqaKbEuBwtvmDnnxL/jHklp6Xbk+MxXe8C++Tz0VG0f7luttntjGaRu7Nc71+sCLOi7JXxQX9IOZmYq0ZhY4v4pVRsuSu1zQd/iB+ds7B7d5PSXPxFgvxyc+eWrgBc+FOU4FLH7O+lxGJpPisbN4vvUcwl8f87/JIoW3Of+hiAiIC8NN36KAD5Tia4y/zrYvrZXCptZVOi+GeurSv+aTVnPgZA4hFRx8N/tZJngfeU6LlpjMCHJJv9PVP7Q3luRI1OO5/7hzjWYKqtknNWdv4Wj6ZAcAdlqtonQf7tSAVCk3Y5aZ09qCKlKIqiKIriIj6jSPn/sZFhrTvZLbPEZT16TE/wAeelGfJvMSKDXDPN7VwtK5GIGaPefJ2syvQcftFM8CgFYN966S4AIlbvBDx7rvJ/Lz4/Lw2VGhTDSoqNv848wI4+klLDukmSHZqpEsxIP4AzjWREOecuCRsvZCSRNVWdwpsdh+B7E/5VKhjfMvuFtWgl6sX62lLWJr1vH8DzYVszbWMeu8UY22X0lQKYd1gUn/al3KdMjSz1h/Htxh+NUd/aRx0dfEWUxq3lx7Dhmlypld/eD+R8tJ5ZvmZeLbN+Rl6YKv5a4bPtfbpMXm62IPV7yWXyefA5Kcy7ZYAo+keNG3B70jVyjQwzWntOkTIp/9xqvhvZEIBay2cAsK2RFPXdmSS+e+38BlMxIQbAq8rb3Aj+0ZHcN0fOm1n2ZeZF+f+Xmp12jSXdI9G0Wxub511mMkafFX/OMj1EobEmJuaE2W4loLTMKI1aIUWK514Qxbt1KakwHop71ShQRUpRFEVRFMVlfEaRgswJHG8ESx7JT/Pwo786beN38bLLNuUEe7t6f/6o7ODIc42YN1B8L149FArAUw88CUDgBlEjvEmTS+ghvhhrlkgE5RvFVnB6ruSxGXZccigt3CCFYXe2G5W63SEjqu2qzV4lHXDoLgD8Nojq5qU5VwGwBdgrR+mVpBEll0ujkvbbpLUR/rySlyeX9rJvZFzqUZFSJmJRRft8Ru4mPkn+6zUDb3yMebC/6Ey56oqK+v3jaUWAu883Ior/de7H6U7MArdlAtL87Qr9Lb6gyU4U4Z+O3kGfEGlje1z8FudVEn+jU1Y5Qfd9/oI0tkD4Ys/5KzrCLIrd5yXJ63XXi2LfO0U3AbCr83hWtJXz+8T0pwCIeNW7/RFNP8N7Zm9iYEFR/swEsB+NfgiAoofSzsO+9vJqt2SoJbao710A+CVucqu9Ocnez+RdEREgPrejV8qzN4Z1OWaDKlKKoiiKoigu4lOK1M1g+qbsmSRRJ3MKTcrU5p9E6Uf6UomY2xEzT9bVojZ2JcnoImG8+OAU2OAduaIcYWbbfi9SCjNfeLABkYNETXqh5BIA3mqzFIA6a58AIHBRAYqslQiq4/XF923lm6JWXUqWCDhbkvf7SJ16X1QYU2XK5WeU9MlCRsvYZmTzlsQcdDxqTGwlflAPvdISgE/KzKHLFom+Koz7/FpeLCf+TXunS5mX2KaSvXzTXjnelx59MrW4au45cr62NxYfHBqbe0mLLi5c/jSQ5seRfMi+vIcnuFRdSvMGOolSjo8tDYYL3F/VfgRgXaJElHb9QBS28AnepUI5wvRl3DhbbK/8ulRS2NF7LI0DRRfd0kvuvYbVpKp9kY7GrIfVm7RviB0ifm3zQ3fj7yf33GN72wBQ1Mg27x8qz86CC2BG2c+MLcVH7pXj4i/kv8nwjcoRq3OGfEH2fl7BCTmfY9GnOlKJreXhei5C/lHFv5YQe+ultBePX52qAOx7USTNrY0yd6BAOlEvDewHQGAOSoAu4Sdvnlx+/tT7R0KXQ+Pd70CXU8R+KrJ1/H1jiFko58RTdfRuhfw/rOaE+DvyUpWeAFjzyC1WMl39sdSHWP2GOWjdreNXuwpx/eWlFF/zcyBtas/sHDlyEjepu1GmIM5uE+fYyIPOp1PMxK6X10on+4lqz1B42cZbsP7mCF0s0wTHG8u0f83c8vuTqRN4/P3BYuMYOdbjw6SNmaDTdDB/+PtnUpOIeqokjF/qeZEv6ad6LPmlpMvx/8kz83RtsfLP+4dhlr3pd6gJAIfbyu8iJ7x7CgzgSgdJFho0V1Ic7H9RHK8/enBqpraBfvIuqVpEQuaPG4llbYne1ZEK2SV2XbQlks/oHN0TJolGv20rqTUOyAe7IyaQsS7tqreM/8klH077kAE/o0xRjcKS5HZPsiTKDV8gg5ec7Czq1J6iKIqiKIqL+JQiFbjIUI7mSnLGOa8uA8RpFaD/rMdT2352h0jyzsKpq+dOYb9RGSZmobssziaMJJxJthSu/VzEWOj7ipTpQLncqEY/6VwFKn0qownvGg/ePCnb4264rXmNbpknVUhL4Z3TJidqh7CzpUyFOBvtvXasHueTJcBj/0VRkxI/kqmkQj9LcdtCN/E3U07J9eC/7PTNG3wLFJwqykuz1k8DENtkCgDVcudizVtj7dqet8r5+/KclJOZOeB+AMot9bx6E/KdKLsV6su01oYHhvP7F59naPWn3a/tSQHc/Z20jx4mU10pJzIny/Ukp3uLmnu1vZRLqVFMVInJZX/HgiiXV8aKM3aQn3MlM8UmV/Lag2UBKOcv0/XeFuhRfIQ8E2pWeobdbeT8mQEBFUdJioMauc3C2oGpjuhdOso7MThO1KvbZUrPPySE+bHLAKj0V28ADtQ3Z6Z25rg9qkgpiqIoiqK4iE8pUs5oZhQ83fbwKAdrHfcVq/z8NDF9vdw3ygFmwV9fJrmF+Cw0GCGj5bgkKTU9r0tjUuJ9K0HerVD4C1EsGiAOvBveFGWud3spFHuq8RnPGHYTVPxFfNrCVoqDdZHvt2G9cMFYK47VufG8g7WrlO8l12OtfnKOnuo7ly75ZVmT1XLsxSeJApd7iTxPAlwsXu1OogfJvdZ9UCMWHbZXaLZek2dK15ni+1V+5kUi18m16a3KcKHJYt+JPKJMDX/lSyCtzBJIORxHzL8cwrsfPQJA2CT5v5S1SZJYb1dsKr9zlAl3inrWr4Ak4DQd561GkMM9OzphG14UgMD1ck16m8J2qxzuXRVYBoAlPtijtoAqUoqiKIqiKC7jk4pU8DeiYMRWl554pdzX7w+uT5TQ60EfyNx/hcnrfKaXXmSFnKY+VZsTdEB8Arx1pJgVh16WhIV+xrBvcCEZLdX7bigAMef2e8QubyM4QPwbzoYVwmaoBWkqj+cIuAILLoXZLYvpba++ePuI/mYxyxgV/0x8VGZ/VoTZiJ9iGTKXuvEFzNIZGYlEVB5feS4CFBkvNvdc3gcAW2BaktuF876xa1t5ijz7I9/bTNhlz/uvuULywUMsbCrlbT79WFKD1I7eB8DxT6X8i0Qr3t7P0maPeNdskipSiqIoiqIoLuKbitSPUm7hlU3dAYh9TkaIO9ulRdO8c0JGXdP/kCx5FUdJnpCwvb436gqdIjYfmwJw3pOm3BJXKsrofm2L0QCsTDTyCb3o2Vw7nqbYMimanfCKqE9jSi8DYNrf4Qz/5gEASr/v+Ui+gt+s4otvIj1thqJkwrotc6RWm/aP2P2OjN8mbS97d0mw65Fy8hQAMY/Jp6lVB3HSQxYpqkgpiqIoiqK4iE8qUiYpu/cCENNPPtv3q5upTRQSlfFfVTu8ieieEi3UYJj4RJUf6nvZy92BWWqm29jnAFg/WKL3RsU1J2KyFCjV61dRbg5bumoC4FuzEIo9lqoV7X6/XHQiZvb9yBmizHnSb9inO1KKb6IdKMeU/ESm79p/IgOC4sRqB0pRlP88lkuSbPT1338C4L4NfSnV3UiemnjjyY/dhU7tKYqiKIqiuIgqUoqiKIqieC3JeyWdw5uRksy5JDu8aqpWFSlFURRFURQX8bPZvKlfpyiKoiiK4juoIqUoiqIoiuIi2pFSFEVRFEVxEe1IKYqiKIqiuIh2pBRFURRFUVwkR9Mf3Gvpett4tv9qnemXcZken+/g6Pjg9j9GPT7fQa9R3+e/eHzw3zjG9KgipSiKoiiK4iLakVIURVEURXER7UgpiqIoiqK4iJaIuU3JtawEs6MXyHc/fwBatXoIAOvmWI/ZpSiKoii3E6pIKYqiKIqiuIgqUrcpVpsfVqwAzLhYCADLhSuyzmNWKYriS1zuVB+AI00lcKnkXza731HPrvaMYbfAnmENKLlcnoJBc9Z62BrldkAVKUVRFEVRFBdRReo2I+me2gC8UfbL1GUv/t0VgJiE9R6x6UaJXhfIrvNFAAh4OBmA5KP/etIkRfnPsXtEA/Y8OMH4tQmAR/c3BWAFlYE0ZcoX6XDXWg43KAjAmTkeNka5LVBFSlEURVEUxUVUkbpd8BOfhUOPJwFQJzAldVX4XO/uL+9/uyEAP5caT6WFTwNQ5tgaT5rkEpYalYjrEwLArs7jAWjwWn8AisyLAyCxRjkClm6Q763rAnC4qf1tGFTxrKzfXpCIV1e533A3s3tEA4fL9zw4IU3pWC1Kh7f73ARERnCtVCgACX1l2Z67JwNQYfJTAD53zkw/qOVjPzeWbEpdV/6HfkDaeYnCu8/PjfDrwQosrT0RgI6dhwAQPMv3njfO8AsM5MgAmZl4t98UANoHX7Zr89mZCAB+bV2N5P0Hc9K82xLvfsMqiqIoiqJ4MbeVInXyyYacri+KTFBCbgDyH5C5/JRAaRP2pYPRokXyLPmHFgDgcv3yAJyumAuAEsNXus3m7OLga6LqbG0yMtO6oLneHZmSf598JtlSiO07DoD7m7YB4NqHJQDIs3YXAClnz+W4fdej+kZRA98vNi112fEUiZCc8dYnsuAt+Qi2+HHBKtdkIYtcV/ksgQ73m1gnic6vOlZzvJXLnepT7gXJUza17F/G0k1O26e2MT6b/PUkAHlnZ59CsO89uTfKLLkKQK6dhwBIOXHiuttGr7M/N21DF3N3kP3oPslwF+reVo5h9au5bsnenCKzEiU8ur8pez+uBEDUbN9XoDJybXMoBermAeBqIdESgj1p0C3iFyCv8SOD6gHw3BMzeCi//TsrKYNLW/+CewD4cnhjSnd2v41ZYdpvySdn4WTHylwoI8/UMm87fvdea1mHU1XkHV+sjShqSyrOtWvTulQtt9jrCFWkFEVRFEVRXOS2UqR+e20YIZY8WbaJaiiODVFlj9G++BYA4i4XB+ChsN8AaBD4m902DU/1J/Rr7/Z7+Kr3aLvfh5IT6TTyBQBK4N2KWjP70FcAACAASURBVKGv5H9bodbTxHYaA8CSigtl5RT52Jt0EYAuWx4DoPgT50j+91iO2umMiDwnMy0r7B/ktH2YRUZbVrKOfEqyeX/GL1PVSFOhPs+q+XUx93Ns9q3ZZRI/uTbx98k1RS/5+OJcBACxl0ped/s78u0HYNa/MrodlPBg6jq/OBlBRzXdB5BaSaBDSHMAUs6fvxXT3Y75vzYx/dX2flzJJUXQvBayU010C3621GoPvoZfQACHhoryVGa+PHcOviev8Y31RmdqvzspEYDxJ5sB8PMeURq33TnZ7bZeD1OJ2j21KgCxzSYZa5amtokpKwp1v3p/2m07pFDm58xF2zUAzlnFP/jnI6KEd9zVkmsdZV3KmTPZZL09PtmR8i9WFIBXVy0B0hyrjyRbef+EONnNjq0JQK7cEkbv7y8vpd0tv8i8w4J77X4O/Vcu1J/nGxfs117cEWlQHYDageLAbL56205+gTI+MCWZnugBa7j7jwHy/fkdALxfcjEA5XLlA2BD7RkATFlWlKkD2gGQ67cNOW1qjpDPEkjChzItFfmSd3bkM0/jOcd0XDZJC7FPw9xPS2pmg3Ww/O6RgHRq23SVTviB+/MCkFhK3ABea7TA6fYzKhU3vh0BIML4TE8lY2r3/06Izd7egTLJeM6ONRS78+K8I2QGDqQ/d036Z/90rFux+ZFkS7l+Oy/CP1QCHI5OKcY/daTDNKlnGQD6FDhg1/aiNZFaCwcDUOlTmb5O2S3vuDyD5DnKnfJx5ZJjt4Kc4Fhfeb/GNrPvAO5NvkrL3wYBEH+/44HZpHNlWHamAgBxJ6U/EDZC7uvAOLlHf1o/H4CZUYvoGNxeNnRTR0qn9hRFURRFUVzEpxQpS/78AITPv+Bwfde3nydskozcy/OPwzYx0/oAUHB5HvxF9aTwgni7NimnJfy8jNV7FR1rkzsA6DPRPqPcqDMVASg34yS+NeYSzDDkI7Pkd58qcr5O1pUyN6PekGmaXiHH+bihjKbCf8OjTPhKlDEem0/fAvsctkm0ifrRa29bLH4ypWe1iZLRKDQBgIGhuzJt90y7RQAseCk0O012GVMuz4qMIfMmZui8o32Y00qmKpJd9ClzJ/4hkpLC7/xmAMpmuK1nUDzjZjeEJVim9toVXAHAqMP3GGsyT/V6E+YUXMYgAEdTcxmnbn8ua68iPrq/aVq5mGyajnUXAZERAGx9fDSTzomaU2i7BA7YGtUAwG/lZo/Y5oyA8NIA7O4bDsC2OmNS12VUotYmynno881zxLwpF3nGd0DHx+ynyCzHPKdIFftSEkTH1BZF0++STLdW+uxYavLoCmMkHU7M13Ke/BLlOep35AQpJ08BUJTTQNr9WHaZHPX6RNlfvUD3J49VRUpRFEVRFMVFfEqR2vtcNQAWlBpjt7z66l4AlJ50fT+SqIczK1W+qNzkelscrTvlOw7AJ6fEYW9F6ygAUg7FO97Qx0jZLoksw/ZIEMHSIZK4sUGeOI/ZlJGSn8rob9EPNbAukbHJnqtS6mbxIkm6WWyDXGWOiqSO/7glAAN7ZFakxn8naSDCvSBgoNiqEKfr0itKzpI2ZrW9GW6flX+Oq7jLZyn+8xgAGgaKr9Eot/yV7CdVcRprv9xMg1C+aT8aNxAfxYzBA+kd0s19+UqSzuSEfanfexvK8Q8hEkKfe8k6D1jknPjx4j8U33683fKL1kTqTxsKQPO7RVE8+EgpAFLidgNQNt2zwr9SNAD3/SjHZ6Y9MIn93xg6TPkfAMcbiup//p5LAORZJ/5UJYYb71Vb9io7tiRxAI/pY1+6LDnd9+gBcq2afzkrC1JqyrGOLDnJbnnX3a1JcXNgkipSiqIoiqIoLuIzipSlRiUW9/oYAKsRhfP7FfHSL9Njj7H89id+nDFSiTFHKtIX/nb63QCUPuR55SI7MZMpxvWW4z2TInPldz7zLOE/etexJh88xJL7q6V+B4jAuUoaUEJ8c6Z0Geu0TfARzxeHNZUkR5F5N+LbZPrZZJUawWcivtJhqtudlrUFYFb0PADaU9djNt0Mpi9bxuhJR9GUGSPz3KEc5hQxi/oR31qO8a6PxL9tzTq5F1NOnfaYXUBqcuigIpcdrr5ks1K8lhRy31fvirFUlKjENnLdXeiXlrT4i6qSJLh6bufpHub+8p3D5e16NgLAls1KlLvY09k+9dFfV0Vt3PVzeUonqyKlKIqiKIrilfiMInW1RD7KBBj5X2wyi/raR5IXJuyqjPotwcFYCkl0k/WERM5Yr17NaVPdhn+VCoy/72sArBn0t9IfeJc6k110bG2v6DRcJSPjsj9654jYVKJuhPjB5QDnUSXTLxTLFptcJSslyVlkniPMqC5HpO7HR/xs0mNGCUXll1w9/yT61rg09dw96LxNy5KSG8uXFaiM5D4WkPr83H5BSlDZrlzJapMcJySv4/dWMf8gfq/6IwB3/9zFbt3bUeIb1DhPUrql9krU2LNS/mzuEYlSHBc9nahcnovcyw7MyMbx7e19o4aMkXdF+LJz10l9nA02uHn/2UbQ/rO8flxu6kCLdKTaDTBCOSWHI1WDEugYLKkLvr8ozr6v/S6FhMrPMBJzLtuYUyZnG+aFcu+MNTQPkgzf56ziqNdgjlQvj76NHnRAaiLKGUWGA3AyRR58ER/LLeEbYnPWLOlu1OHDcRb0jZciKLLSSKiXQzalJ2Pm6/SU/Ov6Z8DsiJmOyxl5dH/TG+qIeSunO0sy3E+KS/BLzC9SNSEG30gQaybXzKoWopmqwl3pKTxB+W9OQG/5/k05Sepc/ZVnAIh4zcOJb42s3OdXSJJJajhvanaoHBFvOHI/uPFxAPLNktRBhZZIEFLQj9LZctSJWnHVM7UibY3l/b77f4EU2iSDEoe1cTNwsYZUKGgeZN/5LLVIArFMJ3x34ltDKEVRFEVRFC/CZxSplNhdbLjD7PeJE1mjzdfs2kw+0pjR16SH/b9wCTPf21FKwiR1kJ5+21K1c8Da7GXH/4kj5JyCc1Mn9H66IKHX0QNvLyXqTE9RotY/LEpUAYuoNZVWPAJAmfVbPWOYB5j/Vx2i4jyn2GTlXO7MOfxyp/qpYfRZKR0AK1ZX9skpPZPjDex1Qss5z4zkXSWjU7l5blesrpxpXeq1YFTIMaf8bheuFUm+fqMcpMxH8v66Z8tTmdb9NkECb8xpuo3nJbno5mOSBiHftyEEnRTFqdQf9jMwhweLA/nC8h8bSzKr4U9Pken28MScdRepOHI7AAtLrIaOsqzDSknNcPjeMKfb5W3p2JE8oYfMSpV9QxUpRVEURVEUr8XrFKn4yaIY5dthlP+YKH4ajqo2r6yRO8OSo5gzvj/lEr+iOeVE4Sj1jYSMHnxdJp3D3/Ed5+z4ljLCz+Xnz4yLkjRtdq8WxtrbR6Hxu6MKz70qobimEnU8RZLDhX2f12N2ZTeJrSVMuZBFrkELjp2xS6zwPk8wU5koP8JZAeLrl5AxlQ9f9o8CiHlaVINvW4jD8s6uksaiIv0BiBrsncfnLDGq6f8UxWpaPmv4qzgoUgxpvlNN+j/pe6krTp5mwKG7ABhX2lDanMdDeARbsihkeeZnTuB7D6JS5dsk8qAZ4FKc6/uv9XxcfMKK+WdWoppu6QZAmQ/kb+b002f9p/Lur9C6WuqybT/LdZfLz3n6Bmds7SO+i3VOD8y0rvhKo8zc2ux5f6oipSiKoiiK4iJep0j93EIKLbwVI0nuTn2SWYm6Ecz08ynxkqxzyxhRplZ9MAyADuufIXCxd5UFMPGvUgGAuCeMVA6InTMuFmJi704A+K29/sjf2zHDx5Pnicr2a6VvU9dVnCijrrJvSNRG8G0Uleg/ROb081lEP7U6G/t5WJAy/WAcFRl2lLTxRrkdIr/SUz/PPuOb94eRX+5U32nZFxwoGqZq2OQvCSVP838Tyr0QyzEvL1ackZRTp9n1lqjC1onLZKH3ib9OMVWqm/HqMiNou4UMM5akKVKLL0tEX/63pSSMqYblNPm/X218pi3rhCSgrrtJ/BGHhqW9BwL9pPuSUa0yC8Qn2cSjeP3zozP9rRoTRKUKzyz4uYQqUoqiKIqiKC7idYpUh8nPA7DpiZEA1Hp5EHDrCSevFZBJ8Hx+Mmq8WCrAa8ePe7qLQrOjq6hzaxIlGmjSw+1vCyXKZP8Q8VfbUWlc6rK6G2WePuI9iTbxoYHiDZHwYUN2VhJfGmcljWKWyOi/4uKtXlH2yFkpEVf348uReunxryyRs/ktf3vYkhvHUXLUG1EITT+o8k3tr4WpZf+iJb4XwZd3rcxUfHa6soctcQ9X24mS0/fTWQB0y2fmNhMlqtMumfG58nZJApbKOj8256yRN8G6mqI6dadR6rJDL8v3TQNEcTqWIklV+7bqA6QVvG+x9RIJVwoD8OtOKbZd6VvDvyyb7FNFSlEURVEUxUW8TpGK+FgUl373S1Sa2dusXK0PUR8lAmDd7DzjckasTe7IZgvdhJ8fR4aKH9eSR80cH6KZ9fvqaQDC1/pOpGFW+NWuAsCHj06xWz7nUj7C3pJITFtiYk6b5Vb8AuVcFq15/eKZ5aaLDme97LhwaU5j+smUp5/TNo7UqozZsG8XJcrkQDsZ5TqKgPIFbkYhNH1sMp7n8j/088nzGrlEooE7hcj7ZumTwZ40J1sJKFeWam+IutQt33G7dffteACAwLYSxZ4n1JptqkxOc7WKfVmfQ8lyH5pKlMnSasGAtI1GZjqy+5i9riPlFy7p3hsWsA8NX9FkLG9F3w3AkpUSkhs9yMEN3EDKNvSZOheATsEb7PbTts3DAIRt8nApAAesf3ak8c1+0jH83dujA2Vy5HWZsGofbN9ReOXrRwlff3sdq+lQHzfOCCCo9iXOYq3XJsry3GelE+lt05qO0hWYL1hH9dpWrJZpE1980WaFf5hMvZeZuBOA0Y9EAzAwdBcAazqLQ+8jX/XBumWnByx0Tsm/bKnnyizdk1XX3jy/zsoF3UipIG/E4ifPoHIBeQDY/7YMYs3gFl/m0ud+jChp/xyddVE6/blfldQXtsT9ACT/e/2BnTdiqV6R2XeON36J68uzr0nakRAPPG90ak9RFEVRFMVFvE6RMgsMzr5D0t5//E4HABZ1+5TRZi+7i3xG87TdtrVq7eb9MtJLLR8gMl/UQmM6whg4xWzxzqLFVzrUxcJ6u2VTz0vK/2PPiFNdsVG+rdZYm8k067q6XxhLZCRRbuETAFT4cK3XqTCu4h8dCcDcZTONJZL4z4JfarqDDcbs5XPP21/Hwet9J9VDxnD49Ph6wk1npJw6LV8M9Xtg6K9267vE9vj/9s4zMIpqDcNPdhMSQifUUJJAEkClSBMEFAWki1xBUUFApIg0Bbw2RL33ioqgCCKISFEERQVFiigCghTpSgu9F+ktEJLdvT++mYTNbkhYstld/J4/m5yZ2ZzJzJw55/0aAKF+pkaB4TQusQ4uZV9MUx9knmC1wbM9074vAFl3sgwA9pLGmOrws4ycHmA6Xy+uNBwIc9o2bkA7AEL/8M+UPzfKoaaFqRQi74+5iQUAKPzbQSD7zXZZQRUpRVEURVEUD/E7RcrEfuUKAOUHi836uQ/a4wh3nmXvXDLW5bgXjjUAYNFk8aOKH2PYvB3+qXVYC8ps2tL7b+zpgt3b5JUQ3W9/OQmAc4nUwOPQvaIShgbJSmJdkiRNve1/YqdP8VEiuJzEGmTB7pAr+dT6zgCU+TbwVvWpvlFuFItUteIWSqJ6IxzcIkXGY9nn245kgJlo1SwVYypT10tvYQYO7H1XwscDVYkyKdhN3i+rl8lYVH5K9obD5yTBMVEA9O40B4BClrT3ZOuEBwEI+0Wcz/3zLXjjJFZJczSfc0ru55RDh33VHVWkFEVRFEVRPMVvFan0pBw+4tLW6GlZ+Z6pKKuKkssv4FgjRQiLExj+RPYYKa780+2TU9sOpYjzzLvHmwBg27ojx/uV3RydXYlttUVBTF/+BQ74qFfeY0/HEr7ugldxl9jRJNDViqyy83H3aQ+KZVPZCW9jpqUwC1CbUXxmtCVc6+cm+94qKqOthJTfGnNEIsFT9uzzYW9ujsQKxQDoUWBfatvXF6Ut6HmxeNiTfafWZCfWIhEALL53NGZy0fVTxVexmA/f+apIKYqiKIqieEjAKFLuMIsOl5gvvwei/ddy5AQA3fY3YWKURP/03tVBNjY65KtuZTvBFjvvnJJ8O+XHGzlMfNkhL2OLyzyZZvj8fDnQE8VbOPLJHRy/sAcAOx6QaNRaAyV33fZ9VQla6b9lN0xM1cnMKHSr5f1yh2PdFgDO1fdxR26Cq82k8PLCic6+ba22t0n7ZePWnOyS1zncUfLxlbTm5qJdLDfFxvre+qSKlKIoiqIoiocEtCJ1K2A7Lin8T9wND1LLaL11lCiTog8m8CtmGQZXf7dbjbihRiHYJa7b+h+pB0Cx2VLKIBCjMVMzWqfLaB6oJUM8Ib6rKE9m/h4ekI+EmsmAfxeBVQKfXAslJ2KNEX0BqNLOyFQ/uyzFR/tepfEGVR/dnPpz/0PNjJ8yL7rtbXQipShewLZzDwCtStVws/VKus/Aw3QobzqrmlP7P2USdS2lh8lLq9Uwd9daUbyEXZZgJUfK/XdipDQHSqCVJ2wfL3Va7f9bxPKdsUBa/TxfoqY9RVEURVEUD1FFSlEURVEUv6fQZEmZ8+DkWn6hRJmoIqUoiqIoiuIhQQ4/LZ2iKIqiKIri76gipSiKoiiK4iE6kVIURVEURfEQnUgpiqIoiqJ4iE6kFEVRFEVRPCRH0x80sbS/ZTzbf7bPDErfpucXOLg7P7j1z1HPL3DQezTw+SeeH/wzzvFaVJFSFEVRFEXxEJ1IKYqiKIqieIhmNlcUxauc7FkXgHVDPwagxhvPAFBk/Eqf9UlRFCW70ImUoihewVpBioq+OXgSAHMTwwAovuQEADbfdEtRFCVbUdOeoiiKoiiKh/xjFKmfjmwE4OXjVQDYUDcc+5UrvuzSTZHY9i4Afh0zFoCa7/UFoPTswwCk7N3vm479Azk24G4ALte56LJtff1PAMhrCUtta7j5IQDO/hgJQMlJfwFgv3DBq/3MKUwlKnaa8z34UctWANgSduV4nxRFUbyFKlKKoiiKoigecsspUkHBckoJY+90arc51gPwn2KiTB3dkUiPO1rItvPnc7CH2UOB/gcASHaIp8naQaMBaLRHHHlzqyLldY71FyXqt0EjAMgbFOqyj50QAA6liFpV0hrOotu/k423y8c9LdoBcPWrOwAoPClwnbCTmtdi8OjPAWgZLopvi/vk/FSJChys8eUB2Ne+OACvPTkdgPZ5TwGw8WoKAJ0mDqDMf1f4oIeKIliq3QbAqaoFAFj21ocZ7vvx2TgA5t9eMHv7kK3fpiiKoiiK8g/illOkuLMSAJFlZeX0W+Vv3O7WYFF/4s+vy7FuZQeJbe9i9EiZbceHSLLVkCArAI16P+Ozfv1TKf39IQAeatUBgJLh5/lrltx/wYmyT+h5OwAFvlgFwIln6pKrtUStvV1BlCnzHl0WJ4/j8IXNAEg5fMTbp5BtmCkO3hw8KVWJqvip3JNRCYGrsKXn0Et382efMU5t1iBZj/Y8JP+DfbUv53i/spOTPeoyeOAMIE2BsuMwPoUquWTc+bLb+/z7v3fleB9vBmvRovzdRvz47uz+JwC18u8F4NM99QBIXFYUgFJv+6/aFlRDJO2DDxRwag+7+yT9434FYPinjwAQ+Z7/nsf1sBaV63C8bazLtiGDRfluHr4GSLPOJLvJqf7xWflf/XJHPm90UxUpRVEURVEUT7m1FKnalen+xfcAPJTnrI87k/0caRCUqkRlRO7v/8ih3uQMweWiAdj3qES4RTQ8CsCiO1yVxheP1QJge/uyAKTs2efVvqXsEz+1XE3k91NAJNdf+RX9eCVIXkoG9ugJwMSXPgCggRHY1/OZKACiX/VfRcpUoEzMZJuQlnAz6hZIuGktEgGAo1QxAKb3HAnkAmDmRdn20q/tAdj14DgAWoWJ71ygRQXvfVuu6eonRpDXIv5+j+5pCsDZ1+SZCt0mUcH1Fu4DYHDEVqxx5QCw7dyTk93NEDOi+XRH8Uss+4YoFaUnHAQgNnwfgwr/5PbYbtW+kh+qycddJ5/FIu5gFJrs+/vZkicP20eKT9Co+6cB0DzcOdrXQlCqgvivASMBqBzbD4CKz28GwJ6YmCP99YSTPepytqL031HkKgB/3v/+dY6wum1tsK4LABd2FiT0lGhGpTMZnz1FFSlFURRFURQPuSUUqaMDZQU4tOcXt6QSdasTHFUGgIuVS6a2HWkgq4xX2nwLwGP5DjsdY8eVjWdKAxB68rQXepn9lJgjfhnHXsgPQGXEt6bEav/P+V2v+1oAPoxc49TesFt3isz3/co9uzjTRKJ8yvfdDsDtIbnYkiyr5CmPNgegwrZNsvOD8jEm4RcAnunwLEErN+Vgbz3DckdFAN5vJxno81pCeeOESDKXWiQBYL0gUc+OiMIA7E4U3xUiIKWI+J0E7cyxLmfIiWfq8u2LwwEoGxwOwPYf5BwqhqRF1fY4eA8AK+ZLXsGYaaJ0J5eUaK6Qv0XlWf3rR1x2yPWuW+x5ACLfzXl/o6QWorYz4AQ7bh/nvM2RDMD+FFFxOg4fyIUYGSEdxeXcV7QQZerRmE4AhL4l52lZusG7Hc8CSc3l3C49ew6Al+On0TT8byDNB9id31N6njvcCIANE+Sallx6HIBiO1dla3/dEdATqUvtRMJ9s9dUAFqHp6UxGHXG2Tmtf6FbIPQ6KO3GMulzuD4A+f6UmyYlxzvlARY5h2P95PrVeVwe5g9LfZe2iyGW2tNNmU7YZGA4bQ8m0ioTjnwWMbWcvSy2saKXA8OksqenmESa5J4HQNcDDQHIPd94afmiU5mwY4IMej9FTnBqT62fdwtNogDOxst9OCXq19S2Ln92BqDoxq0ABIU6p72INl7gJUbu5bizBdQv2fG0vFQfyH0JgC1XU/h5pIwrBS84X8+L9WVcHVdGTLkTz5XNqW66xXwHNHxVJjdDi45hV7Jcsxrv9AFgSJ8vAHjhvvsAcJy/gP2cvCvKpshx5tLFYrwmzN8rj+vD50+J6X15P0lz8tisJ2SfHDRlDhgl6Sdahp9z2Vb5RzHbxfcSt45irKCYsc2SJw8APedJChLTJaJB6WcBcHZTz1nMtAUDPpRza5z7pEff82DbpwCwnpH7N2Kn3LM5uRxV056iKIqiKIqHBLQitfzD8QDYHKJaHLUl0mS1rIzL9RVp8PT9MQDc9V9ZatQxFo8t79jM7jBRMALFKbTCp2f47UFRX+qGihloTKnlADSq4v+JOM0VyPYeeeWzzagM9zVNC18uu9upvcRycbYvkHCeFtN+B6BHQbm2j0SLsrU0TpKx2rbuyK6uZy+GIlen2V9OzSv2SBLE8im+l9vdcW5eLHuriRJlFiDus1hMBfG3gGO5O4Z1nOr0+7qrNkoOEFXUVH8tefO4PbZorosc92bnbpLzj9UBYOm/3gMgySGvgyc+eZ7SU92br47XclbEP9lVn+IbEgD35nZvk/9ZcSB/o6iYUHckJzGwRRcAim+Vc5j4paiotpM3PjaW+c8KXvxNgkL+N1nKPY34WRSuQQ0l7YkZdOINzGAHkDEuyZFMaJAk+R13VhRt6yXRQyzhooRe60huvyQqTUo72Ybko2bZux8B0IBnKTDN+6Yvd9hyy3k0Dz9jtLg6jQebbdeJsXJY5fxNEzNFqsqxOyU9je3kqZvvbCaoIqUoiqIoiuIhAalIWapWMn7a6NT+n2NNKCt+hqSUFStx/i9ltv16tzYALKgo6RFGRa6kWh+xoQdKsjLblgROpIhjMqGBkfTP1rA6ALs7B/HFvaJm1AzN2Ho9/FRlADY0k3QHccdWA2l+KGfbi9rU5suldC2wD0hL+//Z7MYARG/1X3XEkicPh6eJX8m8MhK+fMou17Lkt6I2mufqSEryQQ9dMf2iTDUKYHhfUaIq7ZHVpP+7x3vGsDflPFu/LSv4R399hvg94mhvKgC7Pirtm87dJCfvlGV+cWtuAGqvFd+f0sNcx8OrzeQe+KOLOC3/dkVU5WJDg32i6O8YVxuAXfHieF1hem/5fP8AtsPOSvTNKhLBa+X7jqWIR9GdRrqBy/HyjgnxoiKFkew1zTcqhE/ORQMw73FR68tvknfc9RTBnYNcE1r6CkddUYy+mykWJXeO5KYvsOnofz3mfPOp8T3Oo5DpO1Z4fTyh5+WP5JvhHfVNFSlFURRFURQPCUhFymGR+Z/pG2WWaPhlRVUq7JEY3PSrkHL5nCMCaq17jFIfSJSDP0ZHuaNrwn4ezCNeF+lLw/hrIs49XWTVu73JuEz2FKbMk8iacsecVSVLflHilr4z2uWYDxdL0sC4of75P7iWY1+WYUPNaU5teQ2fhw9GyLm1ayWr6/in1uZs5zJgb8s0Japht+4AhM6XtAe3qhKVnrhFTwNQYezl1PEipVYFALY1mOj2mIUz6mSaoNWfOHdOFLZi17RZDD/S5AEynoYHiWraZ/3jAJTd4Ozn522CS0gR5e2tRSHckSyh//FvSgRlSjYVoL9WFT7xuITTtwxfZm4F4HwZeW4jXI72HuPOlktVouybtmX5uPAK/pMWKOSQ3EvVZgxwau/edBEAzxbK2j2VlhrB/Sj0Vyspp7b+gTC6zu4FQPAVUTJzz87ed4UqUoqiKIqiKB4SUIrUqe6SlOWlwc4r+ppDRJWpMHMLtiyuSBKv5MKREhBZlwKaioMN/4GNrtvaJDwEwJ5VabloMgrOOPxEXIZ/I/42ic4ICpNVpD+VPzDzuBz7UpKOrq35pcs+oUHyGFaTxT67mkp00LTtxZhRV3zGbGfOuBznbUzfKPPiVfz0GaJuIk+UtYL4adgS0nK6DwE3mAAAIABJREFUpS81Y1LET6IAC36+0viU3x1AcOlSAPx70qTrHlv264N+ndetal3nDJqFlqflwwoKkZvx8g8lAFh8+0wAhp+SyNvozruBnI/US6wqz5GZZ+7hCYMAKHM+e5Q/U4FzOER33PV+Hda2k/xRduT/c9c6UeOKf22UW8mWv5xRh5xHxB+OVcFyA0qUmexySQ0zQjo0451ziJSDMl6XH3TIqX3BLw0BmFm6MZdKy3mveXrkTf+9u0KT2fSI5AL7qImMpwuuyN/KtWBNRofdEAEzkQq683bGvixSXY1czmGSERMzT8A1vrQ5MMsDmCtXClYjS6/ttPGScvi3kS8kyJYqZ6Ym5rx+6T2fYzspJtW2VZtxoJuYQspOlHDpoET5v8ckHnZ/MHDgNZGxl3U3ogiMOmc/JRZgZD9xjs29dAvgXxMoE8dtEqL8R83JRksQ75ySYIlvxt4PQIG9Yp4IfkHMtmZAxBP5/mbocEmJEN/DSIlg974xzZzwjLnvc6f2ctNOeGTKMydLZj2+mLndU7+/ZbibGTbQr7u8AHY9IXUHr518+RJrwQLs7iET/3qhzq/QR/c8AMDWBfEAlDngH5PBjLir0F6n3/MeTbu6e96oAcC228WEZp7p9C8ke3Rkon+YLMc+JS4D/1nVFYDE4iEUmCkJbe215DkLWpFxdvngUhLUsu/JaACK3S9jkW2MmBCntfmI/BaZXI09K6l0SgyU59V2wbnGnVew39w7yWGVF4RZO9HETOQcsWiv30z2zUlNBFDUCOR4eF73DPc/W0ECHhYNu14dPmdMs+HM0o1T/1Z2oKY9RVEURVEUD/FbRerEM7KKTbxPKngvrzuOQpbcTvvUeVXS3BeNSHA53n5REpFdbC2JHW2O9U7bN9SaBn/Kz2YpgeIf+scqKyOSHVZXxzr/FtFSVT7byVOUese5HMP1OP2UXP953d4FIF+6FdVzqx8l1nB49kUiwKziWCMroHsGy71qtwalmouK4qxYWHfLijf+9W4A7LhvIntbSGhv9Z5ivi76cc6pHC3DJazdTL55o6qQqUS9OdjZBGY6r/c7UouBX9YEoMRKWRdf6Ssq5apqUsqiRkPZXsRPFKkjnW5nS7cxTm1miHZia1Eqyl6SIAGHnyvc4+eLgvb842LiO3q3qNy5y93Nts5yjmYgT7WREgDh61Qxuc7J//rR3c0AeDtqNgALp6YFRPQeUA+AtoVnADBgmjxPZX+Sd8K+VuEEx4ua9GicvBd6hi8BoGW4vG8Ya35bED9flvfO/LqGOno+50rDeIs9F4oAYDl20Mc9cU+qdeGPjB3PCxr+4g9/Xsep3XRJ6F1XyjoNLrzb5VjTdFjUTRJTT1BFSlEURVEUxUP8VpF6YYCsJjrkM51s08owVHvbWB39IBXZ5/0lM08zHQJAm50tARhUytkx3R3r/i2rrxYfVr+5TivZxh09xJEzMthZiWq7QxKrVui7zy9D703n8mQjNP5gI+l/4a2iTphqlDtsu8RnpcIAsdzP/D2C9nklVNjW1Ahf/jj7++zSj3Tqj6lMfVQhNkuq1P43RYna/rRzZ83UCcfqyrAT9dpKotKpclX+E+L0e74D/uHBYY0XX7WX+6aNJ0kO6ZsZxl3+rG9KbXhKkCGY2Q1Z+9W24lDeLu8R7EZpjlQlaoSf+HutEjPCpXvk1wGVugCQ0FOemaJr4e86cj5tm4natOVpGd/PPCWJb985UZ/f35Vix98XuheAOVfls+WbHzn9uVP2ywx9U9Tkgud98D8wnM1Nn9gHim9l8W3iv5aVElhH7pHjLOmcaS1+b8rwnPjuYqn4BSkZ0+9wsoslp35z8Zs7PE2CKbjJAtSqSCmKoiiKoniI/yhSRiFXSxVZybfPK6sJm5uJs6kg8e/Ug132+T5ubqZ/0oyemrBaljdBU2XWGvfk+gyP8QVdE6TY5oN5jgdMIk5POP1UXRKLy8rpp7LipJDskGtr+kScnCJ+CoXO+MkKOR3ll4hKMSpSfJsWXRZF6u1eT2b5OxyJsnJedyk6VZHyBXU2tgPS/JWenfsjrw2X6KjiS04ArurVuXmxbK8mSpTpW2UeU8RInRA1P21/M0Jw26BCAPwUKb4uZmRf/PzsCU++WQ78S6K4Hs6TlobixWPii1N+UGApUSaxU+Vc9j4qiuNj+cwSy1YqLpYEpLF+Xj7Ltk38u2IHpKVyKCA1hXmnmTxzIy7JM2m9LD5sjrWbyYdcs4LG/ffAd+6T39abPohyU3041lyVPs+4IM/HgEI7iJotkdAvzn8MgDK/GJYY41158JEU+lRfAkDHAlKQ2k6Y09faDYXqVlZSDr5iFrx3HUM2TJAkqxE7s+fa3sr/R0VRFEVRFK/iP4qUkR8nuWBYJju68sYJSRJ30RbK4o/ruN0nsqP4n8yKnZfaNmWb2Mkr9vffPET/BM51lGv29dDhqT5RphJ196sSUVl0nkReFDrun0oUwL6vqvBDpJQLGfK3+DFsfFwU1pBt67L8PUGRon68Xfzb1KipK38VzM6uZokCLURtmrtLnsmW4VdoaeSCYqh8mH5P6aPtrqVed1ntfzhUckbVeEPU1NM1U5zKz0CaClbpPd8WQzYTGZ6PkiHy9z4jjC2hHEiRcWLTG1JAO4zAVIUdoaJuH0kRX5KYYFE/+h+pR3xP8b/x54jYzEifbNGdV9D2Z8W3ak5B8ZE5bJNr++rhFgDEfnHGp/8DMxHv6zNEfbqry7u0zXMagLbtDH+udq7HmT5R6ZWoWxnTN/PrJyWvVIUQuf7X+kc1fP05ACI+zd73iCpSiqIoiqIoHuJ7RcrwjTr4kqhDL3RyXdGmZ/RZyRZ9LkVyQKyoatTWwEEE7meamxsYEXmxaW3lhont3N+VqJAgm/FpDZiM5lnBjHAr20v8G66N0DtnF7+Nwlskr4vt+N853Lsbp2Sh8wQb0U5zpkvm4MhtN+5jktCneOrPB1Lk/KPm++4e/TC2IgCv9axLSBvxjTKVpyUTJ2R4nBnt1zJcVob9jojKY2Y4v7btzyGS762Aj4shmyVCun/wHQDt8h4DIPia0hqNfhwIQNyc1Tncu+zl1BuiQNULS3Zq71JkGa/nFp9ELl3K6W55HWuFWHa9Ie+O3+4WpXGfERz65GApOZN/q0TJ2jdvz/kOuiFqqIwjvYbWJ6iWlDnZ0UciXBMauz6DZiSmqUzNTZQs4LuSJEptXkXJv9Vi0UNYGvk2l5SZ96niaMntZf8z8/+5pdpt3P+F8/PXNK8oUeXczGoqLxTLRqXZorRm9/ji84nUsb4ygfqr9xi320edkZnPp9vvpsC3cjMUmiuVvrNaVw/gjqgjN9NNn5LscFPl+haIXk149w4AtsW4XvsWQ2RAK/SH/5ry0nPqUnjqz892kTIvk4+0BqDAF5k7JO99S6Tpre0/NFqsNFouA0C5Fe5LqeQkRcavhPHyc1Nk4vPTEed+9TtSi98nSBJNM3VBaKrDuLywK74ppr1y006kOquHunEI9QXHnpYFV4e85gTYuRzVY3ubENfXvWNyoHCmi9xnP1SRskvbkuU1cMEuC9LaoRZ2DpIyN+VeDJznLzOshcRhO/7LfcwpIeZYsypO+7cHA1D0azlffzZpmkl+45+W69Wm3KMA/F2/KACFHk+rYRfSWxYAQVeSANjxTGkA+nZyrrPoS4pGyqR19nypQ/pQy84EHZYFW0pspNO+HSdJENmT+TeS5HBeAKR/Vi/YJXnrpHNVCN8p/yvbSe8E76hpT1EURVEUxUN8rki91Hu62/b7e/YCIO9aCf0vc2xz6rbskuVO1CgAQITvF/vX5aVlDwPwYLPUugUcbCWSVPz3PunSTXGhgziXz2lpFpuU23BXcgodh4vZpNhk/w67dkfZPmepNqYjABtrSwx2q7ck/PjF3q0A2H0ugis/GqY7wzx79nZRbqY3FWUuNEgk+7mJYcT1PQD4ztSVGWaKA9OMt3BeTaLGX1/FiHot8yLjviCpRS069PzZ7bZ9hoP50RGxhNsD26R3srroLUWsUvqk3ixJOJn7uKyrNz47mryVzrg/OACxVBHTdPPpct/1LriXHclyv/bt2g+AoosDT3lzJIviYqq6EWYqkolp+6R/xnKdK+P0+5CYObzeWErohPyS9YCY7MThkIHQtLj0nPkDzy0W5/q/Wox2e0ySu3Jp6ag1TxLlxvdcQ2m8+z5RRUpRFEVRFMVDfK5IvTJf7LuNHxanv0brJBFciR/Fhu3NAhEXm4ojb8TETHb0EfZ7Jbw69nOZeS9vmIf7cstKan2zUQDcPVR8icq+4f8KzoGZ4iT5cfVPAIgNkduv876mABx9O5Zic/z/PDIi5fARSnUQG/xtQ2SV//kT4u/0RfQSwChjVMX98XMSRSGtNF4SCUYP34g98bQXe3zzmI7opldX+pIvgcShjskMKuxcAN1MddDp3/Kc5ZsVmMk3r0fMD+Jrcuyu0Ez2DAyCo8sCYD8hz2L/72YB0CS3JLpNwcZD00T5jg5AJepmKPuhlEZp21QU8llxP5JYXBTwAj7rlTPNw8/QOAMl6no0WNcFgAs7JVVMfA4mylVFSlEURVEUxUN8rkjFDZIImMe/kuKYJVZu8srfSbpXwphb3tkJgB3d8qZuC46RsiMpe/d75W97imXpBiBNybkv9xVWJklkwn86i+JRdpl/KziJbSUqc9z7HxAb4hyZVfOPzgBEtpUozEBNbHgtjiSJjol+VVa6r097HIAjjSWiJvHuS0yvI+HKay7HAHDOJtF+C/tLqaKyv8o19efIoVuRthVdx56+e9sDUHCeESmcoz3KGc7G5sp8pwAhuFw0e9+Vsf3Z22T8bBYuz6RZbqzylH7EvPLPUqJM7EY6i12rDFk8Doa8MRmAUXvEOhTkpXdwek7/KJGhi6tNBdIKM1/P98ncp8+hhqllXootldJGxXZK2oRi3unudVFFSlEURVEUxUN8rkg5UsQLKqdmwY4NUg4mrk9amzf9sLKDsu0lb0graqS2Wdjgq+5kib0zZLXwq5Hwrqg1lEMpsjJ89L+Ss6X0DInEvJWVF7OoanHjk9HwMrXd7huMb6JmFGHBl3Vp+YyMQ1NOSEHil8oaeWveEMU89rnA95EKP+ycb6fvc98CcOhqYV90J1sw/Uk7fTLbpdC3qUQNPVEVgLhPj/r9mO9twk5KpNy3F4vwcF4pgnxpiiTpnFxbcsTZzp7zah+KPidX4eFCUmbqh1mfuexT65PnASi74IJTu/XMpdSCw/6gEqsipSiKoiiK4iE+V6SUWwtLNSkgPajqL4AoUSA5oh7/4AUASkxQHyDF/4h8bwXD3jNDKmUF3LeX+CLGjrt1fGpKvSPPX6t3arjdvowaFMM/SqNkFdOfdFKFKCYhPq/zDq8H4N6/pKpvnmZ7jL335XT3/I7I9+QemDqvCQe/FiX8+0Oi2OW7kjNVQGw79zj9/mCpWi77lM0g/5M/qFDXohMpJVuxbxSn3I8S7gWgcy1xJOw4fCAlPvJvx3hFSU/RW2gC9U+jRSkp95OHPZns+c/FtnUHv9yRD0j7P+kC98ZR056iKIqiKIqHqCKleIUSD20D4EFEri3m5RT9iqIoiuILVJFSFEVRFEXxkCCHw+HrPiiKoiiKogQkqkgpiqIoiqJ4iE6kFEVRFEVRPEQnUoqiKIqiKB6iEylFURRFURQPydH0B00s7W8Zz/af7TOD0rfp+QUO7s4Pbv1z1PMLHPQeDXz+iecH/4xzvBZVpBRFURRFUTxEJ1KKoiiKoigeohMpRVEURVEUD9GJlKIoiqLcQlx+qDaXH6rNuP3LGbd/OfYGd2JvcKevu+UTjs2u5PW/obX2FMVPsRYqhO3MGV93Q1FuCYJCQwGw5M1D2CwrAJG5zwPwfqRzLdC6r/cBIGLCyhzsYfbgqFeNCi9tASCfRfykrxTNBUC4z3qVcwTHRAEwfuk0AApaVtHw6ecAiPjUO9dTFSlFURRFURQPuSUUKUuVigC0mL6SvoX2A2Bz2AGI+7k7ADGfy77Bi9blfAcVxSC4VCT7noyWX4yg2g+7jQegYVgyAG13tQDg70t5iegmq+iUo8dytJ/KP4fD390OgFl2tUl0AiNK/AHAy39XB2DxqLoAFN58QfZduzmHe3nzHHihBgAbeo1KbbMYWoIdu0/65A3iP9jGiMjlAPyUWBSA8O9W+7JLOYIlLAyA3FMvAVDcmlvaCaJ136UArPg0l3f+tle+VVEURVEU5R9AQCpSljx5AEgYdgcArz0wC4An8h0lOV0asIQmnwCwqL5Yh0c3aQZAyt79OdHVTLHGxgCw66kStGi6BiB1NXjd44JkDpxovwpA815i0w/7MfNj/YWgGrIS7vTlAgA65D1Bi1LVfdklr3Fg6N0ADOrwHU/mnwPISgnAjsP4FL6NnZt6XNdvGwGwY7woAoWmBJ7PRkZYwsI4+GV5AK4myVAU89gmn/Xn3LxYmpbaBsCaB0oBYDv+t8/6czNYIwoDcP6+OJdtR1qlAJA73xUAru7KLxuMsXPurlrMpRYAcbVlnPzuzeEAtHt5EAAF1nqn395g1/t1APix7XtGS4jLPquTpK3zIrFgVFpxGgCb97vnVZ7//kkAyrPKxz3xHsFlSgMQOi0JgOnl5H3y8K6WAMyKnUeFsKMArCDKK31QRUpRFEVRFMVDAlKR2vHfygAkPPyRU3uFn3twW/QRAGbF/ei0rVHuRAD69YgEIOYl3ypS1gqxANT6WlbA3xf5JnVbVqz1doeslUKCJPpk2tiRAHR97jFpf+QStlOns6u7XuF4nQIAPJJXVv12YPd7snosPygwV1BmZNDuN0VZC69wFoAVNWQ1nNcSmrrvjmRRBB76fCAAVe/bAcC0mIWp+0yKWgRA265i7/+bW0eZOty7OpvrjHVqaxnTBvCNYjyu0jQq5xJl4vI68aVs16YbAI51W7L8PcGlZIzZ2SeKqLmXAbAs35idXc2UF9f8CkC90F9ctjXe2haAc99KP0uPy/heMhWZHgVldX/+04sAhB8Tf6OQX/zX59RaJAKA55uKwlsuJE2JevtkVQAq5T4MwKRH5PziN4pVIJCUqAuPypi5dGTa+7BZp14ARJHskz7lBLaGMsY+/LEoUF3zHwSgwne9AYjrb8imB+Hllf+SNrxzv6oipSiKoiiK4iEBpUjtnCIz0M2NPjRaRI1psOlRAOKe2kiKVdqa3tcTgAEffQlA83CJNtnYSSI27tnVn4iJvlvVF5ksKszDBWSG3GzbI5ycK7bekssvZHp8QjdRKHa0/hhIi1CYV3E2ABU/eJrYTv6tSLnDWkaUw6BguTUdKSm+7M4Ns2O8+O0lNBnj1P7BGVFRP17SOLUtro9E0kQj9+EFw/evwjuyolrQeiQxwRKJYiqsXXuKz9SZhSWAwIzms4SLv+KFykku20KnyPVPuSfn+mOubItYl2P6z+QOkuieI0NEHy75UNa/72CHaAC2PTmGMx1Fkaq34hkAoh/9Mxt6nDkvD5bxb8KI9wH49FR9ANa/UiN1n+K/S+RdluLVQuT/UXaYOFI51vmvEmWyb1xJAJ4usMBl2+p7JZptVqeGABTfuMJln0Ah5clTQFrkYYttDxP8q/9fn5ulz4SvAWgZfg6ACrPSKVF20RWtQRYKrvZOtJ6JKlKKoiiKoigeElCK1B/3jwYgJCjMqf2Dil8BMGHFvSScLQZA/o57ARi1XxSA5pVmGceKYpXTU0gzOu/Au7IaPz86HwADD0vUUvDSDZTgAJAaPHNdKm6R72k8V1a6h+6XE9rU/gMAptX7lPGrGjods2a2qCKl3vbf1dfW+pMBaF67KwBBK3wXxeUJfzY2/RRE2Rh3thwAn85+AIC4VzNWQe2XJP+JqVQ9kjCYHwe/C6QpjqbPVJPq4gMROjdnFamgmqK4nakk92+ui7IKDp+V9Tw19kRRnYouzQVNnbe9HSWKal/q3WxXs8zhhjKelLS65n3uHifPyoKYasD1fbdM36i2Ty5NbStkkev2c13xBetWX6Jrve0zledbuR4Dl4uUFjZTRhVrkg3r4vVAFpUog21vS7RTfDf/D9czS6HMrGn63zm/5irN7kP8RVFsio/237EwM4KjywIw5rYvndr37C5OvPEuuVWx3VedCiFy7SrMkqzl5rhpcrKH+JPuTV5Oie92y3Fe6k9ATaQyoobhv1ujzFJu+00Gqjwn9xhb87g9JqjNKZiQA50zsBeQQTolRSY8hVfJCzBlzz7Pvs94GYXNkXQHsRJRz/F/iSmsRmgIn5RZ4nTMHz1kgH/z7cBJMeC4W5xCA2FCdfCVuwkNkgH6jyRJbTDvcUl7EL3pxs3IeY/aaD7mBQDW9x/ttG1/a/n++Lkuh3kNS758JPSRh23PA2JSTnKIM+s9+foBUPDzVWmZHTPAml/C7dsPWuiyLT5Entdj/eX/VmKU91509voyOZrS2UzQaL2p7zv4aDQAPxT50WVbKWOSdvR5+X+VWn5TfyrLmOkbTrx/FwCvTJjMsOc6A2ljx3UJkvss7ICYRqyFCsn3+nHpokP9ZAyMDXF+vTX6S1xA4p/fGHAuA+5whMo1qepdq5VfYl28ngHRMkbE4X4R1/f5bwFYnxTp9TQmatpTFEVRFEXxkIBSpB4cLGHiI98S80mNUOftDf9qT+zrolyYsnVof5HWSbf4nXjHVAZTx1tddcEMn7ZYxDTy1AIJT35x1hMAlH9tPY4kV+fbDLHI6tlauCAAf7eJB6CwxXUFn2ykSui4VMyA8V4KAb1Rin0kfa1NXwD+eHl0anLK+TMnAdC8fVffdO4G2PuWSMj9H5qTasob94WEU5fe5Lmikueb1eQxrnN8nJjydrQYB8D7jUTOH3enpAtwbMh6eP4NU1tMwpf/e4E9d0x02hQaJCbMuF6SxuPkl9ZMV/tB+fICcH+ebYDzcvrbi6JWhZ/wfsmO/S1lbKiRK2Ml6rvnmwCQa2/GJq1Uk17npRnuY/J9DSkH1Jv6We5ndmCaXt+fVYnTg2XYr/OqqH+rjojZLrLtVtcD75JrP6qTyPcj3rjd2129KYJLRdKpgrPS9s1FCcw4bwRo5Ena43JcIGIrYJZAcdZDKo04HVDpG7xFrTAxw//r8+dTA3q8hSpSiqIoiqIoHhJQilS+GZKksX+I+EENHCKr8hH/fRyAIov2k2L4Dpls61MgB3uYOWXaSchxmb0Ssrq1oxEm3xHqvibnlZW0DMHRZeT4V4sAsKOpGW4f6rLvD5eKA5AnwXWbvzLwWG0AQg7K/8mfPRpy3yZJN3sU2EfrVlKSofSGbPLtMUJ4g646r3nMkN9XmhUw/l72/DmAPe+Kwlb2Jyk/FDtMlIrxpV3vy8qr5dkr84IkF3WknM30+xMni4pVI9TVuePlrwyF9uddgO8TI4aeMs7rmjbTyXfX01JG5p1HpSJ66/DzmX7f+383Mn66AfU5m4kcLvfm0gi5zrnipd87PpGyMPE91qT6Jnb8TJzw3r/DTJtwJQd7euMkxZVgYMT3Tm0jd8j/vOTItGcyuXENp338ObFoek78UMH4SZ5PM+3Bc0caAOA4GphljbKLq83kPo4JFmUy5r/rsxTAdTOoIqUoiqIoiuIhAaVImRT8XFbGEz+XlAIFDftnCnDxEfF7Olpf5qAvNZzj9jusXp+jXp9uY/sDsH5AWjTWyFckEuqZYpJYrPQwV1XDWkmKkDb5RkoZzC642+33V1jUHUeyzJMrjpKyDqX+DJxQ3zlbxTcj9mA2Si3ZTFJzWfksqWFGfYViSRSlwddKiieYkXI7O0rY+Lr2suJ1pxzFLukin51FrbIlX830+63xkupjTNwXRkvu1G3tdkuakvJTJJrVduLEDfY+exl26jYATtSQNA/lP5ByI7UK7qNMyDIA2uc9leXv254s98XetkWMlsPZ1FPPiXlZVuxB1SsBMHWWpE65d2Yvhlb5AYDXZ0jJqagrgTN2pOfhKPGb/XaOqGxfV/mMfJbfAQgxCoeftouq89dV8aMa97iU0XGs+StH+5oVVtcQS4ypRFX6RnxM4/qbZbUyVg3t90pqiNMVJOVHvoMphM5f46We+oaU3PLeW35FfABvyPfYQ1SRUhRFURRF8ZCAVKTSYya7LDz1DBNKS3HYktbc1zsEm7ES8RVlxouvVL2GHQD4vdoM6oaKjvHTM5KEsfX5F5yOOVs5ha+aSsTinblkDnzUJiUo2v5vMADFfz0OQNzuTan+Nd6Pf/pnYUZphb4oRTKvLUTsLRxBoqCaCWVtjuy/qpv+7VxA2J0SlaocdZSVusOeufZmlvvZ/rJEmN6eK+3ZPGeX+3fXTIk6Lb7LP5SPlyJEaXvpNTeRbB4w/qTUvEk55HslKhXj2jnWyljUqYwkQbUNy0uHepIn6vwjkiD126HFfNDBG+dIvTCXKLbBxrU0P69VQs3nKa9F/hdlg8X3sOXsyQDUWf8YxV+Ud4VtS4K3un1TRM3P/BncPU2UqJ/qiwWkdLCMWcdtSXQvm7MRpNmOEdl8aGZFAHItlt9HxOZchGlAT6SsEYUBKDVNnOvGlv6Nax+S61HGaiflF3EaDX7ZcEj/I+dkXNt5cfAs0kVu6PrN+zD8dTHt1Q2Vc/jj5dFujpRB4oGtUs061xDpe5FVYt4MRJNSoLHvyWgANsa6Xh9bwq5s/VsWo/5evkipv2imsjiUIhOQ8GPZZ6K+bUVHABbVlhQLJYPzuuwzOUaSTY7YIEldZ3zXEICYGfIM2nfvc0l/YDGe0z0POKdOAHhs58MAFP/QPyZQWcEaJM9gViaz667K9drdPtJoyTgzut8QBFuuyv1VJVQWC9NatQIg7McsJPH0IZG/X8HeO/PrcihFzD1lg2WstWew3FxRfRr3VRbTWYG9klTVni6gKSexxsYQEiRZ8ZOz8OgfHSjm+m0NRxvHyOJIBxAtAAAPa0lEQVTop0R5b9wddoLd74k7TPlBq9x8gx9jTKB2jq4JQEIdWQi2GSLm6Jx8F6ppT1EURVEUxUMCUpEyTSuR34kMK0qU0HmfmB4STkt171XVp7v9jryWUBYY9fe6jboPgON1vdPf62E61RaceoJXLkrF9uavLwGulaJdOf2jhF6XWBU4K/mMMBNz9u9Sj9GRxvn41vJ6fYy+WdJ1Mm72MxmWK/AURyUxW6+rNcWpvcVnYvYtOyn7rr+ZmuNfjw0CYOUIUaZ+v5K2Wq8XJk6qQ4vKvTm0p3GPyq1LzI/dqThWagbaN8q2A11jjaNdS8Js3yJpPOI4kk1nkXVip54EYEIb6UP3AgezdFzDzVK/7r7iOwB4tcjmDPft8IPhCLzX/1f7f/cW9eKBRuvo00tK/pzqJYEqk0ZLepUhK5vJzjZZ79vOnsvhXt44/z4mA/viL2qnthXdKA7ZR+vI/by+zyjXAw3K9dsOwPGjknbAstR3ATB7OpVMVaUzUtGu5Z4O65z2HXJc1KfNNeT3hWsqExTp3yktIK3Gp2mGBrj6gKjiCQ+JElV1pZQ+itqTvVaBrKCKlKIoiqIoiocElCJlOpVHfC5hx6YS9fsVSfD33OZHKPm0bLswUMKVSVefd8NVmYmPPNKUz6N/BuC90vMB6JSDFefdEf6dqBnLfysNwOBNGStSUwa8D8DDtaR0SIW++wD/LiaaEcFRogiUDt2RWiLGx9kpro/RN7Ovxw2H/6gfst8q33qq+7IjxdcmZ/vfMsk/XdSTZrs6AWA9mZZo8khLUUKLtZXq8j9Vci7Qu7fVBPpVl7QQCefkPv69wghjq7P/YqsdzYkfICtmX1xu27adAPzQXpxtp1YuRHRfcSguE+78HC2YImpNnmN2Ci3ZC8DO7wwH7CJkSN4DgbNWDbLLVXix+CIeKiMDZ8mHpPTPa9HtACj4g/jqdSshVZcnHruHs20Mn7GTWU8HkZPsuyjvgsjx4lt0rY9TmeXiM1TvpChwsV3k+k+J/il1n4lR8p5oRQ/vdzYTim24udTEc38URSqKNCV7871S/ueeTmbhce+WU8kKh1+U521DX/HtOmeXdBV1lj0LQPHZYTw4ZBEAfxp+iDHPSTLglCs5r7AFzlOuKIqiKIriZwSUIhU9/SgAoyJ/d2rvvcEoU9FuM458kkBv6iNjcMez/5FZd5EvN3D7pKcA2NhAZuS7h4stvfxg387IjzxulgAQn5Ikh6gPTf56gnl3SDmK23NJtN/2+z4FoNs88fPaPk7OodDUVeDwZ1knjWNNRbnoV3gmIOpi3+qLAVgYK2G7tl17fdK3rFDcSLWxv7WVuJ8y2fkGsFS7jR4FPndqW3hZovhCT3k/yZyZjPDaNXCxMRJ1Zv1Z/J5q3CuFsHs+J2U5ehQ4woeRRoI/M1Atg0jaXb9FE5VyNFv77AlmWHu+LXBqhrSl11ZKXLOCdxQqBECp3M7lcNJH861KgtLzxAcyEKJpF70iyuE9a3sQOcF5DEzZJwrkmSYSufbuHTLmTvzmY7pWEj8wyzL/VKS+ihXVtHFTKcFlFnAGcBiJZCOM893YRBIBE+36PSF/7gN8ey1/G/sJScb91aybJG7OtcA1oWbcGnk/jIgU5bDJs6LklNssz1uXHa7j6blY8fksmM19zirW4qLwHhofwaZa8v5u2rE7AHufknfZ9vvlfce9aT6q9QfLOz3/Qd/5IaoipSiKoiiK4iEBpUi9WWKR8ZNEWpgRelGdZXZtBxL+J6UdaoQucTq2/xHxfyo6V0qq2K5cIeYxKR1Q7S0p17LxSfE7uvvY8wCUHOGbiDgzp06lu54GYFtDmYUfO1KIDs3FdmypJue56wWx8W+918jR89Zi4xPaVGkCgO3U6Rzpt6cU+URWg891a5Tq9zZ6vShssbv8t0SMO0w/vuxQ0HZ3SCu4vS1ZVMn3+ojfUq5Vvi3rYObLKmJ8fr9QcrnMzh3KziGimu1sONntsX/bJKqvzMLLXu6ld9j5URQAc4otcmpPn1dq9tkaqX5Y/ox5z15wiHqR9+v8Ge6b6l9k5Nw7aQvhTLyMxxHLvNjJLJJr015qrZHC4WtqTXXa9vp7Mo7+70KX1CLF1vxyriUXyrV7qeg0l+8ceER86PzB/7TJttbMqyhJUq/mlzxKrmlzwRIk52MmJ73ndRljhxbd6LRf1/2NeG26vEuihvrmfWctKhH256ZI3rr3Yr+h5luiHhZbLH0qZxfLxIb6cl41cllTFWBLVhJqeRlVpBRFURRFUTwkYBQpS7XbsBp+Cl9fFFvquYdlLm6/JCuFxH/dxczWZrZpma2fs4sH/7KvJAol8rjrrDvmZZmtf9hKilqGnfL9DBcg4idZ6dHQddvlkrLqL/+kKDaVX5MZ/F/d0nzDRq+XwqN9W3QD/LfEgcmBuy7Re7WU0jBt4UcPiGrR418SnXhtHhF/Y0HrkTTNLepmxQGSo8h+4ULWv8DI1Ht48F0ALH38XUz/onbTnwMgZoHvI2rcYfrQABReYCRka+h+X7NQrD2XNSBXck3jtl13+xIjinjzkxWA7TnQo5vj3Bi5Ho1XiM9NzPSs+5p0GzaAX14X36pHdogfjmWZ71Rk25kzlHxLfC7XzpDnqaZReqt+mLwL/vPJBBZeEF+o0CApqTUwIuNxZdU4eXdE4PtnzzasGPYposoM/p8U/37hTlGpC1Y5mbpfxwizsLFgKlFmPqkRpyQv06H/xRE117e5CJNvk+v1W2WxqtR8q09qbsGklhIB3HiYyJ1lrOIb2vdI49Scg41fFSX1jzniH233QdRewEykEgbkTq1pdsEmEwz7BUkWd6WVJFob8u5nVMlldTqu9iwx08W9l/nN8vuD4uRdaJ/vHxiAU01db4gzneUlFX5SXIDNchzR/xGpukqlLgD8effk1PIHDqs/Z7e8PqWsRlkG47r6w5lEfS8D1h15ZfK6uYtMXmOCw9jRbDwA9WZIDcWT+25zPnaOnf2tZfpg1s8LcshZOYwBf0dzczGQmzZVHwCgfKKYof29bmJw6VIU7Ow+seXk87IA+rqNTJaDE9blWL9yAtPUsDOpBAD2zf4/iQIo2EvGkN9+nwxA/cd6p6bAyIidY2Syv/mhUXTYbZSr2iOTkpsL0M8GDLNj169lYle9gXNKg5qhNmqGysTCNH1l9FxV/u1pyn+9+br75CS5lqaVMWtupOho/uSHwLXn4tpTM0VLg4UDAKj07z0AhJ7yrYvAtZjpZPLvT7uDJo4Vd5t9KeLm8OBQqSlbeNJKOv3eCIAp0b8A0KKWuML4YiIfiAtCRVEURVEUvyBgFKlCK3KR1FgcbrsVEDNCtx2mOeE3l/1N81/sjKzLfNeaJ/wBy/4wp98nNfyMffUk+9+EfeIAab1cA4Cw3VI09uPqrs6SgcRvP1eRH7q6XlN/wbZVSoOUnyopAN5qJWaCl4ukrRZ/r2bE0VdzPvZk68sUMdIlmJXnzRIsh1MKOe1bceazxJ70/9Ii15Jy6DD7l0tAxIE4UYzLGsWPG4fLKnhasZYAWPzb0uwWR92qPBIx5br7HE32VQC5Z2x9TcbK+n+2ByD/DNcyR6ZDcGLNaADGNfsMgFofDaDMcClknL5Yta+JeVEsCycbGqVEJoviWyHEmuEx24yEze2/EuUm9s1NPi1SnB5H8lWadxY3h73tRQepV1kCGn7fHGfslLZ/wT/FzBw5X0owxe9ZC/hXOg7rJXmvm244Y8eMYtZb4lzee5co+9a+YpkovDXNWrRpbiX54dlfcqqrGaKKlKIoiqIoiocEjCJV5JOVXBki8+jQoJAM94tfKGn8K70nq+GgLZu83zkvETtcfCzWyaScemHJ1AuThGpPVJ4JwK7PxPlu6KHWqfuYbLkqK8SgK94rJ5LdlF1ghMR3lQ/T7+RYHXGuL+lHNZrNFABffd1QGh6BmdPl556d5gLQq+Aep2NMNQrSwuU/+1t8hpasEAfQsYvkPo9f/Kdf+GXcKCnhsiT+6nxVp/bPtolSVdaHzsg3y86uuagX6v6qmNfzx4/kehbxA+fkrNCtpjjrPlZA1Iqm7w0iyCZ+e9ZoGUc/qP41AE1yi5/RHZ+If2DMpzux+ZkSlR7rkvUAdFgrPjSXz4ZRt5KkwVm1Pl72uSTjTNxbWwAod16unT8+f2bqhnhDiDlhtMeTsb+TP18hM4Co8bvi/zRiwHgGFBYftmVVxCrjTkErsMd/ro4qUoqiKIqiKB4SMIrU9Xj5uCQDXPBlXWLXiKLh76H+WcFMAPdqN0mTP2rSR8SHOKdfiw2RSMbJ0VJ4+Y+ktEv64kBJnR++w9XnwV8J2SyJLO/7S/w1llb+BoBaj/wJwKGRvunX9SjzP5HJVs+sBBLAxPx7ygMwrkdLp30vl7CTL+ocACmrxScq/JgoOLGTnBUM/1lv3RhmiaVfBudzai/LX+52DyhK/mrF3lKulyVdDOmCy+LHUXS9pLzwjyQqmWOu+ieOkwjnXR3Guuzz+QWJRKyySooXl31D7nl/8rXJjDLt0lIcmMVs4nAeGwPpfG41io+We2rElHoQGmq0nshw/3wzxH+01QzxE7bgO6VbFSlFURRFURQPCShF6oky9TLYImu/SPzIgSYbsS4WG3+/p/pwsp9EkKytJcnYFhmr4IETJelm6WFp/4NwAkeJMrGdFbXG8rHk9LJ+LHP9Vd9LNF9pP77Gth27KfW2UYLIaLv2eiiBT74Zq6hZUor0Vn1EFI4Vy28HIHbGeQAc6/w3aez1iO8l0XctelXPcJ/SbMmp7ij/UGznz/u6CzeMKlKKoiiKoigeElCK1D+d4F/XUeJX+bkVNZy2+bNS4wm5v5fVcdPvJRHTrXZ+SuBS4n25F49L0mXKG9F5geITpShK9qKKlKIoiqIoiofoREpRFEVRFMVDdCKlKIqiKIriITqRUhRFURRF8ZAgh0NdJBVFURRFUTxBFSlFURRFURQP0YmUoiiKoiiKh+hESlEURVEUxUN0IqUoiqIoiuIhOpFSFEVRFEXxEJ1IKYqiKIqieIhOpBRFURRFUTxEJ1KKoiiKoigeohMpRVEURVEUD9GJlKIoiqIoiofoREpRFEVRFMVDdCKlKIqiKIriITqRUhRFURRF8RCdSCmKoiiKoniITqQURVEURVE8RCdSiqIoiqIoHqITKUVRFEVRFA/RiZSiKIqiKIqH6ERKURRFURTFQ3QipSiKoiiK4iE6kVIURVEURfEQnUgpiqIoiqJ4iE6kFEVRFEVRPOT/3OLy0VLXOQUAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 720x360 with 50 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "%matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "!pip install seaborn\n",
    "import seaborn as sns\n",
    "\n",
    "def show_mnist(arr, nrow=5, ncol=10, figsize=None):\n",
    "    \n",
    "    if figsize is None:\n",
    "        figsize = (ncol, nrow)\n",
    "        \n",
    "    f, a = plt.subplots(nrow, ncol, figsize=figsize)\n",
    "    \n",
    "    def _do_show(the_figure, the_array):\n",
    "        the_figure.imshow(the_array)\n",
    "        the_figure.axis('off')\n",
    "    \n",
    "    for i in range(nrow):\n",
    "        for j in range(ncol):\n",
    "            _do_show(a[i][j], np.reshape(arr[i * ncol + j], (28, 28)))\n",
    "            \n",
    "    plt.subplots_adjust(wspace=0.1, hspace=0.1)\n",
    "    plt.draw()\n",
    "        \n",
    "    \n",
    "def vis(test_accs, confusion_mtxes, labels, figsize=(20, 8)):\n",
    "    \n",
    "    cm = confusion_mtxes[np.argmax(test_accs)]\n",
    "    cm_sum = np.sum(cm, axis=1, keepdims=True)\n",
    "    cm_perc = cm / cm_sum * 100\n",
    "    annot = np.empty_like(cm).astype(str)\n",
    "    nrows, ncols = cm.shape\n",
    "    for i in range(nrows):\n",
    "        for j in range(ncols):\n",
    "            c = cm[i, j]\n",
    "            p = cm_perc[i, j]\n",
    "            if c == 0:\n",
    "                annot[i, j] = ''\n",
    "            else:\n",
    "                annot[i, j] = '%.1f%%' % p\n",
    "    cm = pd.DataFrame(cm, index=labels, columns=labels)\n",
    "    cm.index.name = 'Actual'\n",
    "    cm.columns.name = 'Predicted'\n",
    "    \n",
    "    fig = plt.figure(figsize=figsize)\n",
    "    plt.subplot(1, 2, 1)\n",
    "    plt.plot(test_accs, 'g')\n",
    "    plt.grid(True)\n",
    "    \n",
    "    plt.subplot(1, 2, 2)\n",
    "    sns.heatmap(cm, annot=annot, fmt='', cmap=\"Blues\")\n",
    "    plt.show()\n",
    "        \n",
    "        \n",
    "print('Original dataset: %d training samples & %d testing samples\\n' % (\n",
    "    len(train_loader.dataset), len(test_loader.dataset)))\n",
    " \n",
    "print('Distribution of classes in original dataset:')\n",
    "fig, ax = plt.subplots()\n",
    "_, counts = np.unique(train_loader.dataset.train_labels, return_counts=True)\n",
    "ax.bar(classe_labels, counts)\n",
    "ax.set_xticks(classe_labels)\n",
    "plt.show()\n",
    "\n",
    "print('Sampling probability for each class:')\n",
    "fig, ax = plt.subplots()\n",
    "ax.bar(classe_labels, sample_probs)\n",
    "ax.set_xticks(classe_labels)\n",
    "plt.show()\n",
    " \n",
    "print('Imbalanced dataset: %d training samples & %d testing samples\\n' % (\n",
    "    len(imbalanced_train_loader.dataset), len(test_loader.dataset)))\n",
    "\n",
    "print('Distribution of classes in imbalanced dataset:')\n",
    "fig, ax = plt.subplots()\n",
    "_, counts = np.unique(imbalanced_train_loader.dataset.train_labels, return_counts=True)\n",
    "ax.bar(classe_labels, counts)\n",
    "ax.set_xticks(classe_labels)\n",
    "plt.show()\n",
    "\n",
    "for data, _ in train_loader:\n",
    "    show_mnist(data)\n",
    "    break\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "# define model & optimizer\n",
    "\n",
    "class Net(torch.nn.Module):\n",
    "    def __init__(self):\n",
    "        super(Net, self).__init__()\n",
    "        self.conv1 = torch.nn.Conv2d(1, 10, kernel_size=5)\n",
    "        self.conv2 = torch.nn.Conv2d(10, 20, kernel_size=5)\n",
    "        self.conv2_drop = torch.nn.Dropout2d()\n",
    "        self.fc1 = torch.nn.Linear(320, 50)\n",
    "        self.fc2 = torch.nn.Linear(50, 10)\n",
    "\n",
    "    def forward(self, x):\n",
    "        x = F.relu(F.max_pool2d(self.conv1(x), 2))\n",
    "        x = F.relu(F.max_pool2d(self.conv2_drop(self.conv2(x)), 2))\n",
    "        x = x.view(-1, 320)\n",
    "        x = F.relu(self.fc1(x))\n",
    "        x = F.dropout(x, training=self.training)\n",
    "        x = self.fc2(x)\n",
    "        return F.log_softmax(x, dim=1)\n",
    "    \n",
    "    \n",
    "def process(train_loader, test_loader):\n",
    "    \n",
    "    model = Net().to(device)\n",
    "    optimizer = torch.optim.SGD(model.parameters(), lr=args.lr, momentum=args.momentum)\n",
    "\n",
    "    # train & test process\n",
    "    def train(train_loader):\n",
    "        model.train()\n",
    "        for batch_idx, (data, target) in enumerate(train_loader):\n",
    "            data, target = data.to(device), target.to(device)\n",
    "            optimizer.zero_grad()\n",
    "            output = model(data)\n",
    "            loss = F.nll_loss(output, target)\n",
    "            loss.backward()\n",
    "            optimizer.step()\n",
    "\n",
    "    def test(test_loader):\n",
    "        model.eval()\n",
    "        correct = 0\n",
    "        targets, preds = [], []\n",
    "        with torch.no_grad():\n",
    "            for data, target in test_loader:\n",
    "                data, target = data.to(device), target.to(device)\n",
    "                output = model(data)\n",
    "                pred = output.max(1, keepdim=True)[1] # get the index of the max log-probability\n",
    "                correct += pred.eq(target.view_as(pred)).sum().item()\n",
    "                \n",
    "                targets += list(target.cpu().numpy())\n",
    "                preds += list(pred.cpu().numpy())\n",
    "\n",
    "        test_acc = 100. * correct / len(test_loader.dataset)\n",
    "        confusion_mtx = sm.confusion_matrix(targets, preds)\n",
    "        return test_acc, confusion_mtx\n",
    "    \n",
    "    \n",
    "    test_accs, confusion_mtxes = [], []    \n",
    "    for epoch in range(1, args.epochs + 1):\n",
    "        train(train_loader)\n",
    "        test_acc, confusion_mtx = test(test_loader)\n",
    "        test_accs.append(test_acc)\n",
    "        confusion_mtxes.append(confusion_mtx)\n",
    "        print('\\rBest test acc = %2.2f%%' % max(test_accs), end='', flush=True)\n",
    "        \n",
    "    vis(test_accs, confusion_mtxes, classe_labels)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Best test acc = 99.18%"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x576 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "process(train_loader, test_loader)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Best test acc = 99.13%"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x576 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "process(torch.utils.data.DataLoader(\n",
    "    train_dataset, \n",
    "    sampler=ImbalancedDatasetSampler(train_dataset),\n",
    "    batch_size=args.batch_size, **kwargs), test_loader)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Best test acc = 98.80%"
     ]
    },
    {
     "data": {
      "image/png": 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qRkyMlbdm7eHO/SjeaF2OgS3KALBi33m+3xq7ssYrpztTX6uH7xcbCQi8zm97zrHz6/ZYLCaHz91gzqb/JnFebVGWn7cFEh5l4ej5W2RycWLfuA6sP3iJO/d1ZzURW3FycuKDD0fx+sD+WK0WOnTsRIkSJZky6TvKl69AoyZNOXb0CMOHDo4vpjt1yiSWrVgNxG7nnTljGl+PnQBApy7d+OD9d7BYYvjw408yTIySTmSw5IyRlrfcrF69uhkQEGCTsf39/WnUqJFNxpakac7T3uL1i8leInvsh+a4D8/3ou/Fbklxid2SksMtB82KNaNViVY4Ozon6B8WFcaMgBmM3T0WryxeLO26NFHdjidlmiYmZrKJn8iYSNotaMfGsxvj27K4ZKF6/upkcs7E5rObibRE4pHZg45lOlI2T9kE/Xde3Mmvf/3KS5Vewq+tX4JVCM/Pfp4CWQuw85WdCRIUp2+c5te/fmX+4fmcunGKTM6Z6FyuM4E3A9l1cRcj6o7g8yaf4+jgyBur32DWwVmcHnKawjkKJ/o59zvgx9ZzW5nUahJ5MuVJ9Pouh16m6fdNOXnjJLndc+PXzg/fsr5JzkV4dDjn75zncuhlLt+9zKXQS1y/f51MzpkSXNMyecpQLX+1JOd65sGZDF8/nPvR9wFwNBypWaAmzYs1x8FwYMnxJRy9ehSAavmq8WLFF+lZsSeeWR59+fDDxFhjmLZ/GqP8RxEWFcbAqgMJCgti1alVRFujqZavGv2q9GNAtQEPTRKkxvuL3wE//A748UvnX5JMBN2OuE3NmTW5HXGbBZ0W0KRok/iEX9DdIEpNLkXjIo1Z0WNFor7/djDoIGO2j2HJ8SUAvFbtNSa1npToNU7dP5VBawZRybMSR0KOUDVfVZZ1W5ZkciUsKozui7uz+vRq3qr9Fl83/xpHB0cu3LlAvTn1iLREsv3l7ZTKXepxpyeR1HpPNwzjgGma1Z88IvmHYRgOQE0SFgTeb5pmipefJLdyJr24seBle4cgIiIp5OZEmhSDcW/4mU3+7QrfNipdFrNRckYem+Y8sRhrDECq/3X6ZvhNBq0ZxC/Hfolvy+mWk7J5y5LdNTt3o+5yN/IuoZGhXLt/jbCoMPJmykuv53rxcuWX8c7uzeR9k/l2z7fcCL9Bw8INORxyGAfDgUWdF9G0WNMEzxcaGcq4XeM4FHKIuT5zH1r/wmpa2XtpL0uOL2Hp8aXcibzDjLYz6Fyuc4LzYqwxdF/cnSXHlzCn/RzqFqrL3kt72Xd5H3sv7+VWxC3almyLb1lf6njXiV9N82+mafL5758zyn8UDQs3ZGm3pVhNK7Vn1eZu1F329t9LkRxFkozTNE32XNrDvEPz+OXPX4ixxjDXZy5dy3eNP+dS6CWKTyxOn0p98Gvnl+DnfMvfW2j+Q3OsppXC2QvzW/ffqOxVOb7v+dvnafJ9E67eu8qU1lOYuHciB4IO0LdyX75r+R3ZXLNhsVrYem4r8w7NY+nxpYTHhCeIMbNzZsJjwrGaCXcr1MhfgzdrvUmXcl1wdXIlJCyE/iv7s+rUKpoWbYpfOz8u3rnIxrMb2Xh2IwFXAjBNk7qF6tKpbKcHbutKbdfuXWPk5pHM/mM2eTPnpfdzvelTqU+irTcPklbvLyeun6DRvEaE3AuhfN7yvFnrTXo914s3Vr/BgmML+PONP1O8wueva38ReDOQdqXaJbtVa+LeiQxdN5Tez/VmRtsZDywSbLFaeGv9W0zcNxGf0j5MaDGBlj+1JCQsBP++/gl+9lKDkjPPNiVnREQktaRZcqbx/9kmObP1YyVnlJx5tmjO4eKdi+y5tIe9l/ey9/JeDlw5gLOjM+1KtcO3rC8tird4YH2UlNh0dhN9f+tLyL0QuhXsRr9G/SiXtxwemT2S/AAYbYlm/Zn1zD00l5UnVxJtjcbF0YUoSxRtSrbhw/of8rz38wTeDKTDLx04cf0EY18Yy9BaQ4myRDE9YDqfb/+c6/ev42g48rz382zsvTHJwqGhkaGM2jqKX//6lSt3r+Ds4EyzYs24fv86+6/sZ3CNwYx9YSyuTq6Ypkn/Ff2Zc2gOE1pMYFjtYU80Lz8f/ZmXl79MkRxFyO2em4NBB9naZyvPez+fov7h0eFYTEuibToAg9cMZsaBGZwafIrzh8/TqFEjLoVeouqMquTOlJuprafy0m8vceP+Deb4zKF7he6cuXmGJt83ITQylHU911GrYC2iLdF8tu0zxuwYg3c2bzqX68yiPxdxMfQiOdxy0L18d+oVqkeBbAUomK0g+bPmJ5NzJkzT5H70fe5G3eVOxB02/72ZiXsncvLGSTwze9K9Qnd+OvoTdyPv8lWzrxhSa0iilUq3wm8RY40hb+a8TzTPT+LavWvkcMuRaAVXSqTl+0t4dDi/HPuFifsmcij4EDnccnA74jYj6o7gi2ZfpPrzXb13lbyZ8qb4TkmT9k5i2PphOBgOODs4s7H3RuoWqpvqcSk582xTckZERFKLkjO2oeSMPLaMPOfnbp/j7Q1vs/T4UgBcHV2pkq8KtQrU4m7kXZafXM6N8Bu4O7nTskRLWpdsTfNizZNduRBtiSYiJoLMLpnjP2SHR4czYtMIJu6bSNk8ZfnR90dCT4Y+0pxfv3+dBUcXcOL6CfpX7U+VfFUSHL8beZc+v/Vh2YlltCvVjqNXj3Lu9jmaFG3Cl02/5O/bf9NtcTc6le3Ews4LE6xkuXjnIm1+bsNf1/7Cp4wPvmV8aVuqLdndshNlieKDTR8wfs94quWrxsLOC5m6fyrj94xnVINRfNr400ec8aTtuLCDDr904Eb4DRZ0WkD3Ct1TZdzLoZcpPrE4vZ7rRa9svahTvw4N5zXk2NVj7Ou/j7J5y8bejvnXzuy4sIPXq7/O8pPLiYyJZGPvjYnmeffF3fRe1pu/b/9Ni+It6Fu5L+1Lt3+kO+VYTSubzm5i4t6JrDm9hspelfnR90fK5S2XKq85vbHH+4tpmuy8uJOJeydy4c4FNvbeSFbXrGkaQ3JWn1rN+5veZ+wLY+MLMqc2JWeebUrOiIhIakmz5EyT0bZJzmz5UMkZJWeeLc/ynJ+/fZ7zd85TxatKgg9n4dHhfL3za77c+SUOhgPvPP8ObUu1pZJXpQQFQ2OsMfx+/neWHl/KshPLuHL3CgAlc5WkWbFmVPGqwrnb5+ILrgbeDCTGGoOBQVbXrGR1iS1We+3+NYbUHMJXzb7C3dndJnNuNa2M2T6GUVtHUdmrMl82+5LmxZrH/1V/wu4JvLXhLYbUHMJ3Lb/DMAwOXDlAuwXtuBd9j8VdFtO8ePMkx15+Yjl9l/clPDqcSEtkgjFSy/nb5zl983Syd7V5XG+ufZOp+6fyfY3v2W3uZvL+ySzqvIgu5bvEnxNliWL4uuFMDZiKZ2ZPNr20iQoeFZIc7587T+V0z/nEsd0Kv0U212xJbvt6VjzL7y/plZIzzzYlZ0REJLWkWXKm6RjbJGc2j0yXyRndtkEynKn7Yz9I+5TxSVQbJiwqjDHbxzBu9ziiLFE4GA6Uy1uOWgVqUSp3KaYFTOPc7XN0Ld+Vsc3HJnuXFCcHJ5oUbUKTok2Y1GoSf177k01nN7Hx7Ea+P/w90wKm4Wg4UjJ3ScrmKYtvGV9yuueMrxsTGhlKeEw4fSv35YXiL9h0PhwMBz5q8BH9qvTDM4tnou0xw58fzqXQS4zfMx7vbN6Uyl2KF5e+SN5MednYeyPlPconO7ZPGR/+8PqDfiv6UTp3ab5t+W2qJmYACucobJNaKiPqjWDmwZl89OdH/H3vb4bXHp4gMQOxt/We0mYK7Uu3p0yeMg+Mw8XRBRd3l2SPP4rUSPCIiIiIiEj6oeSMZCh7Lu1h0JpBABTKXohBNQbRv2p/crrlZOGfC3lnwztcvnuZ3s/1pnO5zhwMOsjey3tZenwptyJuUcGjAlte2kLjoo1T/JyGYVDBowIVPCowrPYwoixRXLhzgULZCyVYbWNvD7rl8zcvfMPlu5d5b9N7GBhUz1+dFT1W4JXF66HjFslRhM0vbU7NUNNE/qz5ea3aa3y791vqFarHV82+SvbcFiVapGFkIiIiIiIZQAa7lbaSM5KhTNgzgeyu2fFr58eMAzN4f9P7fOL/CSVzl+RIyBGqeFVhYeeF8cU225duD8TWorh89zJeWbye+E5MLo4uKb77S3rhYDgwv8N8oixRZHHJwvS208nknMneYdncRw0+IuhyEN92+faxitqKiIiIiIikhJIz8sy4fv86Pxz+gdeqv5bk7WnP3z7Pkr+W8Nbzb9G1fFe6lu/K0ZCjTN43mV2XdjG9zXT6V+2fZB0PwzAomK1gWryMdMvVyZWl3ZbaO4w0lTtTbl4r/lqKVgiJiIiIiEgqSuVyCOmdkjOSZs7cPMM3u77BwXBgapupyZ53+sZpeizpQURMRIL22gVrM6PtjCSTJ6Zp0ve3vqw+vZpr968xpumYROdM2jcJgCE1h8S3VfSsyIx2Mx73JYmIiIiIiIgtaFuTyKM7HHyYUf6jcDQcaVasGc2LNadErhIYhsFf1/5izPYxLDi2AKtpBWBwzcHJ3gJ46v6pHAk5Er+lCOB+9H1m/zEbz8yejG46OlGfWQdnsfr0aorlLMY3u76hZ8WeCQrV3o28y8yDM+lSvkuyRXxFRERERERE7CFFyRnDMIYCAwADmGma5reGYVQGpgNuQAzwhmma+2wWqaRLN8Nv8vGWj5l+YDo53XKS2SUzy04sA6Bw9sIUz1WcLX9vIbNzZobXHk7v53pTza8a8w/N56vmiQusRlui+enoT7Qv3Z7FXRcnODZgxQDG7BhDrYK1EiRuztw8w/D1w2latCk/d/qZslPK8trq19jWd1v8nYfm/DGH0MhQhtcebsPZEBERERERkVSRwbY1PXSdkGEYFYhNzNQEKgFtDcMoAXwNfGqaZmVgVNz3kkFYrBZWXFlBqUmlmH5gOoNqDOL0kNOcG3qOU4NPMaX1FKrmq8rFOxf5qP5HnBt2jrEvjKWSVyVal2zNj0d/xGK1JBp3beBart2/Rt/KfRMdm9R6EtXyVeOlZS8ReDMwPo4+v/XBycGJuT5z8cjswTfNv2HHhR3M/WNu/Dn/3HGnZoGaNp0XERERERERkUeVkpUzZYG9pmneBzAMYxvgC5hAtrhzsgNXbBKhpCt3Iu4w79A8Ju2bxJlbZ2hYuCGTWk2iomfF+HNK5i5JydwleaPGG0mO0adSH1aeWsnGsxtpWaJlgmPzD8/HI7MHLYonvjWxm5Mbi7supppfNTot6sTufruZuHciOy/u5IeOP8RvV3q58svMOzSPdze+S7vS7dh+fjvnbp9j3AvjUnEmRERERERExGZUcyaRY8BowzByA+FAayAAGAasNwxjLLErcOrYLEqxu5PXTzJ532TmHZ5HWFQYdbzr8FK+l/i488cYj7jcrG2ptuRyz8X8w/MTJGdu3L/BypMrGVxzcLK3LS6Sowg/+f5E659a47vQly1/b6Fzuc70rNgz/hzDMJjedjqVp1fmnQ3vcPbWWYrmKIpPaZ/He/EiIiIiIiKStjLYtqaHJmdM0zxuGMZXwAbgHnAIsACvA8NN01xiGEZXYDbQ7H/7G4YxEBgI4Onpib+/f+pF/y9hYWE2G/tZYZom+2/tx9XBlbyuecnjmgcXB5eH9ttydQujj4/G0XCkiUcTOhboSOmspQkLC2Pbtm2PFUuDnA1Y8ucSVmVfRRanLAAsu7yMaGs05aPLP/BauuFGn8J9mHdmHrlcctErR68k4+hasCs/HPkBgEHFB7H99+2PFWt6op/ztKc5tw/Ne9rTnIuIiIjYj2Ga5qN1MIwxwCXgCyCHaZqmEbt04o5pmtke1Ld69epmQEDAYwf7IP7+/jRq1MgmYz8rZh2cxYCVAxK05cmUh9oFazPXZy55MuVJ1GfPpT00mteIGgVqsKTrEjwye8Qfe5I5D7gSQI2ZNZjRdgYDqw0EoLpfdSymhT9e/eOh/a2mldG/j6Z58ebULlg7yXPCo8OpMK0C1+9f59LwS2R1zfpYsaYn+jlPe5pz+9C8p73UmnPDMA6Ypln9ySOS1JS5y9xH+4Uvjd1Y8LK9QxARkRRycyLCxxr+AAAgAElEQVRNlrS4t/7OJv92ha8Zmi6X5KT0bk0epmleNQyjELH1ZmoDQ4CGgD/QBDhtqyDlyd24f4MRm0ZQr1A9RjUYxaXQS1y+e5kLdy7w/eHvqT+3Put7radQ9kLxfc7dPofPLz4UzFaQZd2WJZm8eVzV8lWjXN5yzDs0j4HVBnLs6jEOBB3g2xbfpqi/g+HAxw0/fuA57s7urOu5jtsRt5+JxIyIiIiIiIg8m1KUnAGWxNWciQYGmaZ52zCMAcB3hmE4ARHEbV2S9OnDLR9yO+I2U1tPTVC8F6DXc71ot6AddefUZX2v9ZTLW47QyFDaLWhHlCWKVS+uStXEDMTWhelbqS/vbXqPUzdOMf/QfJwcnHix4oup+jwlc5dM1fFERESeRul9ZUrOGoPtHcID3do/2d4hiIhkPBms5kyKyh+bplnfNM1ypmlWMk1zc1zbDtM0q8W11TJN84BtQ5XHtf/yfvwO+PFmrTcTJWYAGhRuwO99fyfGGkO9OfXYcWEH3RZ348T1EyzuspgyecrYJK5ez/XCwXBg9sHZ/Hj0R9qUbEPezHlt8lwiIiIiIiIi6VVKV87IU8pitfDGmjfwzOLJJ40+Sfa8Sl6V2PnKTlr82IL6c+sD4NfWj6bFmtostnxZ89GieAsm7JlAtDWaPpX62Oy5RERERERE5CmSwW6lnbFe7TPsUPAhPtv2Gedun0vQPvuP2QRcCWDcC+PI5vrAes0Uy1mMHS/voFmxZnzS8BMGVBvwwPNTQ59KfYi2RpPbPTdtSrWx+fOJiIiIiIjIU8BwsM0jndLKmWfA/ej7dF7UmTO3zvDptk/xKe3DkJpDqOhZkQ82f0DDwg3pUaFHisbyzOLJxt4bbRzxf/mU8cErixe9KvbCxfHht/UWERERERERedYoOfMUCLgSgFcWLwpmK5jk8U/9P+XMrTP85PsTx64ew++AH8tOLCO7a3bCosKY0noKRjotpuTm5MbJwSfJ5JzJ3qGIiIiIiIhIemGnz7CGYcwB2gJXTdOsENeWC1gIFAHOAV1N07xlxH7Q/g5oDdwH+pqmeTCuTx/go7hhPzdNc/6Dnjf9runJ4EzTZOOZjTSa14gaM2tQa1atRFuWAA4GHWTc7nH0r9KfFyu+yJimY7g4/CJz2s+hbN6yfNb4M8p7lE/7F/AIsrlmw8lBeUIRERERERGxu3lAy/9pGwFsNk2zJLA57nuAVkDJuMdAYBrEJ3P+A9QCagL/MQwj54OeVMmZdMY0TVaeXEnt2bV54ccXOH3zNJ82+pTw6HCafd+M4LDg+HOjLdH0W9GPvJnz8nXzr+Pb3Z3debnKy+zut5uR9Ufa42WIiIiIiIiIPD471ZwxTfN34Ob/NPsA/6x8mQ90+Ff792asPUAOwzDyAS2AjaZp3jRN8xawkcQJnwSUnElDMdYYLFbLA8/5eOvHtP+lPdfuXWNG2xmcffMsoxqOYk3PNQSHBfPCDy9wK/wWAON2j+NQ8CGmtJ5CTvcHJuFEREREREREnh6GYZOHYRgDDcMI+NdjYAqi8TRNMyju62DAM+7rAsDFf513Ka4tufZkaS9JGmoyvwnZXLOxssfKJGvAnL5xmq93fk2PCj34vuP3Cbb61C5Ym9+6/0abn9vQ5uc2TG0zlU/8P6FjmY74lvVNy5chIiIiIiIi8lQyTdMP8HuC/qZhGGYqhgRo5UyauXL3CtsvbGf16dXMOjgryXPe2vAWbk5ujHthXJI1WJoVa8aCTgvYe3kvNWfWxM3JjcmtJ9s6dBEREREREZG0lb5upR0St12JuP9ejWu/DHj/67yCcW3JtSdLyZk0si5wHQBl8pTh7Q1vc+HOhQTH155ey6pTq/i4wcfky5ov2XF8y/oyq90srKaV8S3Gkz9rfpvGLSIiIiIiIpLBrQD6xH3dB1j+r/aXjFi1gTtx25/WAy8YhpEzrhDwC3FtyVJyJo2sDVxL/qz5WfPiGqymlf4r+mOasSuhoixRDFs/jJK5SjK09tCHjvVylZe59f4tXqnyiq3DFhEREREREUl7Nqo58/CnNRYAu4HShmFcMgyjH/Al0NwwjNNAs7jvAdYAZ4FAYCbwBoBpmjeB/wP2xz0+i2tLlmrOpIFoSzQbzmygS7kuFM1ZlG+af8Mba95g1sFZDKg2gEl7J3HqxilW9ViFi6NLisbM6prVxlGLiIiIiIiI2EdSdVrTgmmaPZI51DSJc01gUDLjzAHmpPR5tXImDey+tJvQyFBal2wNwKvVX6VJ0Sa8veFt9l/ez2e/f0brkq1pU6qNnSMVERERERERkbSm5EwaWHt6LU4OTjQr1gwAB8Mhvm5M/bn1CY8OZ0KLCXaOUkRERERERCR9MGJve53qj/RKyZk0sCZwDfUK1SOba7b4tqI5i/J186+JtEQytNZQSuUuZccIRURERERERMReVHPGxi6HXuZIyBG+avZVomOvV3+dsnnKUrdQXTtEJiIiIiIiIpJOpd9FLjahlTM2tjZwLUB8vZl/MwyDxkUbp7gIsIiIiEhGMqhHIwJ+HcmBxR8y+MVGAFQsVQD/+W+zf9FIFn/7Klkzu6W4L8Dnb/qwb+EHzPq/3vFt3VvXSHDO49q5/Xfat2lB25bNmT3TL9HxAwH76da5I1WfK8fG9evi28/9fZbuXXzp3LEdhw/9AUBMTAwD+/UlPDz8ieMSEZH0T8kZG1sbuJaC2QpSPm95e4ciIiIi8tQoVzwfL/vWoX7vb6jZ7QtaNahAMe88TBv1Ih9NXE6NrmNYsfUww/skunlGsn2zZXGjcllvanb7gqhoC+VL5MfN1ZmX2tdm+qLfnyhei8XCmNGfMXX6LJatWM26Nas4ExiY4ByvfPn4v9Ff0KpN2wTtvy5ayHsjRjJl2kzmz429sceihQto07Y97u7uTxSXiMjTSjVnJNVEWaLYeGYjrUu0Ttc/BCIiIiLpTZmiXuw/do7wiGgsFivbDwTSoUllShTyYMeB2KTHlj0n6NC0cor7Wq0mzk6OAGRycyE6xsKwl5oy7ZdtxMRYnyjeY0eP4O1dmILe3ji7uNCydRv8t25OcE6BAgUpVboMDkbCX8GdnJyIiIggPCIcJ2cnQkND2ea/lXY+HZ4oJhGRp5mSM5Jqdl3cxd2ou0luaRIRERF5UoZhvGzvGGzlzzNXqFulBLmyZ8bdzZmW9cpT0Csnx88G0a7RcwD4Nq9KQc+cKe4bdj+S9Tv+ZM8vIwi+fofQsHBqVCjCSv8jTxzv1ZAQvPJ5xX/v4elJSEhIivp279GT2TNn8PHIEfQf8Cp+06fSf8CrODjoV3URkYxCBYFtaM3pNTg7ONOkaBN7hyIiIiLPpk+BuUkdMAxjIDAQYPLUGfQbMDAt43piJ/8OYdy8jaycOoj7EVEcPnkJi8XKq5/8xLj3OjNiQEtWbztKVLQlxX0Bxs/fxPj5mwCYOupF/m/aKvp2fJ5mtcty9PRlvpq1Pk1fJ0C+/PmZPe8HAC6cP09ISDDFihVn5Ih3iY6OZtCQoRQpUjTN4xIRsaf0vMrFFpScsaG1gWtpULgBWV2z2jsUEREReUoZhpHcsg4D8Eyun2mafoAfQEQMpg1Cs7n5v+1m/m+7Afh0cDsuh9zm1LkQ2r0xBYAShTxoVT/pun5J9f23SqULYhhw6txVPhviQ/tBU5jxSS+KF8rLmQvXHjlWD09PgoOC47+/GhKCp2eylydZkyZOYPCbw/j5px/w7dSF/AUKMOnb8Xzx9bhHHktERJ4eWitpIxfvXOTY1WO0KtHK3qGIiIjI080TeAlol8Tjhh3jsrm8ObMA4O2VE58mlVi4NiC+zTAMRgxowczFO1Lc999GvdGWz6auxtnJEUfH2L/OWk0rmdwe7y6a5StU5MKFc1y6dJHoqCjWrVlNw8aPtno6YP8+PPJ6ULhwESLCw3FwcMDBcCA8IuKxYhIReZpltJozWjljI6tOrQKSvoW2iIiIyCNYBWQxTfPQ/x4wDMM/7cNJOwvG9idXjsyxhXu/XMSdsHAG9WjEq90aALB8yyG+X74HgHx5szN11It0HDIt2b7/aNfoOQ7+dYGga3cAOHLyMvsXjeTY6cscPXX5sWJ1cnLigw9H8frA/litFjp07ESJEiWZMuk7ypevQKMmTTl29AjDhw6OL/g7dcoklq1YDYBpmsycMY2vx04AoFOXbnzw/jtYLDF8+PEnjxWTiMhTLf3mUWzCMM20W+VavXp1MyAg4OEnPgZ/f38aNWpkk7EflcVqofzU8rg7u3Nw4MF0nZ17EulpzjMKzXna05zbh+Y97aXWnBuGccA0zepPHpGkpvS+rSlnjcH2DuGBbu2fbO8QRETSDTentEmbZH/xB5v823Xn597p8gO6Vs7YwNLjSzl54ySLOi96ZhMzIiIiIiIiIraS0T5Lq+ZMKjNNkzE7xlA6d2l8y/raOxwRERERERERSee0ciaVrQ1cy6HgQ8z1mYujg6O9wxERERERERF56mS0lTNKzqQi0zQZvX00hbIXomfFnvYOR0REREREROSppOSMPLbfz//Orou7mNxqMs6OzvYOR0RERERERESeAkrOpKIxO8bgmdmTV6q8Yu9QRERERERERJ5aGW3ljAoCp5L9l/ez4cwG3nr+Ldyd3e0djoiIiIiIiIg8JbRyJpV8seMLcrjl4LXqr9k7FBEREREREZGnW8ZaOKOVM6nhwp0LLDuxjME1BpPNNZu9wxERERERERGRp4hWzqSCbee2AdClfBc7RyIiIiIiIiLy9MtoNWeUnEkFOy7sIJtrNsrnLW/vUERERERERESeehktOaNtTalg58Wd1PGug6ODo71DEREREREREZGnjJIzT+hm+E3+vPYn9bzr2TsUERERERERkWeCYRg2eaRXSs48oV0XdwFQt1BdO0ciIiIiIiIiIk8j1Zx5Qjsv7MTJwYmaBWraOxQRERERERGRZ0P6XeRiE0rOPKEdF3dQLV81MjlnsncoIiIiIiIiIs+E9LwFyRZSlJwxDGMoMIDY3NVM0zS/jWsfAgwCLMBq0zTfs1Wg6VFkTCT7L+9nUI1B9g5FRERE5Kl1a/9ke4fwQDl9Jto7hIe6tfxNe4cggmnaO4KHy2Cf9+Up8tDkjGEYFYhNzNQEooB1hmGsArwBH6CSaZqRhmF42DTSdOhA0AEiLZHUK6RiwCIiIiIiIiKpRStnEisL7DVN8z6AYRjbAF+gOvClaZqRAKZpXrVZlOnUjgs7ABUDFhEREREREZHHl5K7NR0D6huGkdswjExAa2JXzZSKa99rGMY2wzBq2DLQ9GjHhR2Uyl0Kj8wZbtGQiIiIiIiIiM1ktFtpP3TljGmaxw3D+ArYANwDDhFbY8YJyAXUBmoAiwzDKGaaCXcaGoYxEBgI4Onpib+/f6q+gH+EhYXZbOykWE0r285uo06eOmn6vOlJWs+5aM7tQXNuH5r3tKc5FxERkfQkPSdSbCFFBYFN05wNzAYwDGMMcAkoAyyNS8bsMwzDCuQBrv1PXz/AD6B69epmo0aNUi34f/P398dWYyfl+LXjhP4eSpeaXWhUJe2eNz1J6zkXzbk9aM7tQ/Oe9jTnIiIiIvaT0rs1eZimedUwjELE1pupDViBxsBWwzBKAS7AdZtFms78U29GxYBFREREREREUlnGWjiTsuQMsMQwjNxANDDINM3bhmHMAeYYhnGM2Ls49fnfLU3Psp0Xd5I3U15K5ipp71BERERERERE5CmW0m1N9ZNoiwJ6pXpET4kdF3ZQt1DdDLcPTkRERERERMTWMtpn7ZTcrSlD23ZuG/Xm1GPFyRX8szAoOCyYM7fOUM9bW5pERERERERE5MkoOfMQG85sYOfFnfj84kPrn1tz6sYpdl7YCUDdQnXtHJ2IiIiIiIjIs0e30pYEgsKC8MrixXt13uOTbZ9QYWoFiucqjpuTG1XzVbV3eCIiIiIiIiLPnPScSLEFrZx5iKCwIApkLcDw54dzavApej7XkxPXT1DHuw4uji72Dk9EREREREREnnJaOfMQwWHBFMhaAADPLJ7M9ZnL28+/TQ63HHaOTEREREREROQZlbEWzig58zBBd4Oonq96grYKHhXsFI2IiIiIiIiIPGuUnHkAi9XCtfvX8MriZe9QRERERERERDKMjFZzRsmZB7h67ypW00q+rPnsHYqIiIiIiIhIhpHRkjMqCPwAQWFBAOTLouSMiIiIiIiIiNiGkjMPEBwWDKBtTSIiIvLM27n9d9q3aUHbls2ZPdMv0fEDAfvp1rkjVZ8rx8b16+Lbz/19lu5dfOncsR2HD/0BQExMDAP79SU8PDxNY/x+3lw6tmtN547tGPBKH65cuWzzGAe1r0TAlJ4cmNqTwT6VAXiuWB62jevKnkk92PFtN6qX8kzUr8FzBdkzqUf849ayN2hXuxgAc995gX2TX+TTl56PP//9bjXijz+J9H6d0+M1ltS3c8fv+LRtQbtWzZkzK/F1Bli/bg2+7Vvj69OGEe+9DcRe5x5dfenyP9f51f5p/35j7/9XMgLDMGzySK+UnHmAoLtxK2e0rUlERESeYRaLhTGjP2Pq9FksW7GadWtWcSYwMME5Xvny8X+jv6BVm7YJ2n9dtJD3RoxkyrSZzJ87B4BFCxfQpm173N3d0zTGMmXL8vOiJSxetpLmL7RgwrhvbBpjucK5eLlFBeq/tZCag3+mVc0iFMuXndEv12P0z3upPWQB//fjHka/XDdR39+PXKL2kAXUHrKAVh8s5X5kDJv+uECFIrkJj7JQc/DPVCvlSbZMLnjlzESN0l6s3HP2sWOF9H+d0+M1ltRnsVj44vPPmDJtFkv/uc5nEl7n8+fPMWeWH/N+WMDS5at57/2RACz+NfY6T542k+/nxV7nXxcuoLUd3m/s/Z4ozx4lZx5AK2dEREQkIzh29Aje3oUp6O2Ns4sLLVu3wX/r5gTnFChQkFKly+BgJPz10cnJiYiICMIjwnFydiI0NJRt/ltp59MhzWOsWat2/IefipUqczU42KYxlvHOxf5TwYRHxmCxmmw/epkOdYpjmibZMrkAkD2zK0E37z1wnI71SrAh4BzhkTFEW6y4uzhiGODs6IDFavJxr9p8/tOeJ4oV0v91To/XWFLfsaNH8C4Ud52dXWjRqg3+WxJe56WLF9Gte0+yZc8OQK7cuYHY6xweHkFERDhOTv+6zu3T/v3G3u+JGUFGWzmjgsAPEBQWRA63HLg5udk7FBEREcmgDMMoAxQA9pqmGfav9pamaa5LvmfKXQ0JwSvff/8Y5eHpydEjR1LUt3uPnnw08n2ioqL4+D+f4jd9Kv0HvIqDQ+r+DfBRY1y2ZDF16zewaYx/nr/BJy89T66sboRHxdCyehEOBl7l3Zm/s/KzDnzRrx4OhkHjd3594DhdGpRi4rLY7Q8nL97i+p1wdk/swYItJyiePzsODgaHzlx7olgh/V/n9HiNJfVdvRqCl9d/r7OnpydHjya8zufPnwOgT6/uWK1WXntjMHXrNaBbj5589MH7REdH8dGoT5k5Yyr90sH7zb/pZzEVpd88ik0oOfMAQWFBKgYsIiIidmMYxpvAIOA4MNswjKGmaS6POzwGSJXkzJPIlz8/s+f9AMCF8+cJCQmmWLHijBzxLtHR0QwaMpQiRYqmaUyrVi7nrz+PMWf+jzaN8eTFW4xbfICVn3fgfkQ0h89ew2KxMrB1Rd6b+Tu/7TpDp3olmTasKW0+/C3JMbxyZqJ8kTxsPHghvu3dmdvjv148qh1DJm/hvW7Vea5oXjb/cYG56/985FifVHq7zml1jcU+LDEWLpw/z6y5P3A1JJhX+vTi12UryZfvX9f5wnlCgmOv84f/us6F7Xyd9bMoj0vpuwcIDgvWliYRERGxpwFANdM0OwCNgI8Nwxgad+yBf1M0DGOgYRgBhmEEJFXM8t88PD0JDgqO//5qSAienomL2D7MpIkTGPzmMH7+6Qd8O3Vh+NvvMmPq5Ece50li3LN7F7P8pvPd5Gm4uLjYPMb5G/6i7tBfaP7+Em6HRXL6ym16Ni3Lb7vOALBkx2mql0r+98lO9UuyYvcZYizWRMfa1i7GH4FXyezmTDGv7PT6ci0d65bA3fXx/r6a3q9zer3Gkro8PDwJDv7vdQ4JCcHDI+F19vT0pGHjJjg7O1OgoDeFixThQtxqmn9M/m4Cg+Kuc8dOXRj29rtMn5a27zcPo5/FJ5PRtjUpOfMAQXeDVAxYRERE7Mnhn61MpmmeIzZB08owjPE8JDljmqafaZrVTdOs3m/AwAc+SfkKFblw4RyXLl0kOiqKdWtW07Bxk0cKNGD/PjzyelC4cBEiwsNxcHDAwXAgPCLikcZ5khiPH/+L//t0FN9NnkbuuBoVto4xb/bY+ifeebPgU6c4C/1PEnTzHvUrFgCgUaWCBF65nWz/rg1Ls2jbqUTtTo4ODPapzPglB3B3dcKMa3d0NHBxerxf4dP7dU6v11hS1z/X+fKli0RHR7F+beLr3LhpMwL27wPg1q2bnD93joLe3vHHA/bvI69H3HWO+O91jghPu/ebh9HPojwqbWtKhmmaBIcFa1uTiIiI2FOIYRiVTdM8BGCaZphhGG2BOUDF1HoSJycnPvhwFK8P7I/VaqFDx06UKFGSKZO+o3z5CjRq0pRjR48wfOjg+OKWU6dMYtmK1cTFxcwZ0/h67AQAOnXpxgfvv4PFEsOHH3+SZjFOGPs19+/f593hsYuLvPLlY+KU6TaNccHI1uTK5k50jIVh0/y5cy+KQRM3882rDXFyMIiMtjB4Umwh0aolPOjfuiJvTIz9vpBHVgrmycL2o5cSjfta2+f4cfNxwiNjOPr3dTK5OrF/yousDzjHnXtRjxVrer/O6fUaS+pycnJixMhRvP5qf6wWCz5x13nq5O8oV74CjRo3pU7d+uzetRPf9q1xcHRk+NvvkSNHTuBf13lc3HXu3I2RI97BEhPDyDR8v7H3e2JGkJ5XudiCYZrmw89KJdWrVzcDAgJsMra/vz+NGjVKtfHuRNwhx1c5+Kb5N7xT551UG/dZktpzLg+nOU97mnP70LynvdSac8MwDpimWf3JIxIAwzAKAjGmaQYncayuaZo7UzJORAxp9wvfMyinz0R7h/BQt5a/ae8QREjDj5aPLYN93rcJN6e0KdVb/O21NvmJOjOuVbr8KdDKmWQEhQUBaOWMiIiI2I1pmomXVPz3WIoSMyIiIk+jjJZIU3ImGcFhsX+gUkFgERERERERkbSV0bY1qSBwMoLuxq2cUUFgEREREREREbEhrZxJxj8rZ7StSURERERERCRtZbCFM1o5k5ygsCBcHV3J4ZbD3qGIiIiIiIiIyDNMK2eSERQWhFcWrwy3z01ERERERETE3jLaZ3ElZ5IRHBasejMiIiIiIiIidpDBcjPa1pScoLtBulOTiIiIiIiIiNicVs4kIygsiAaFG9g7DBEREREREZEMx8EhYy2d0cqZJETGRHIz/KZWzoiIiIiIiIiIzWnlTBJC7oUAuo22iIiIiIiIiD1ktJozSs4kITgsGEAFgUVERERERETsIKPdrUnbmpIQdDcIQNuaRERERERERDIQwzCGG4bxp2EYxwzDWGAYhpthGEUNw9hrGEagYRgLDcNwiTvXNe77wLjjRR73eZWcSUJQWGxyRtuaRERERERERNKeYdjm8eDnNAoAbwLVTdOsADgC3YGvgAmmaZYAbgH94rr0A27FtU+IO++xKDmThOCwYAwMPDJ72DsUEREREREREUk7ToC7YRhOQCYgCGgCLI47Ph/oEPe1T9z3xB1vajzmfiwlZ5IQdDeIPJny4OzobO9QRERERERERDIcwzBs9RhoGEbAvx4D/3lO0zQvA2OBC8QmZe4AB4DbpmnGxJ12CSgQ93UB4GJc35i483M/zutVQeAkBN8LVjFgERERERERkWeMaZp+gF9SxwzDyEnsapiiwG3gV6BlWsSVoZMzPx75EWcHZ7pV6JagPehukIoBi4iIiAgAt5a/ae8QHipnpxn2DuGhbi151d4hiI1lsJvriI3Z6W5NzYC/TdO8FhfDUqAukMMwDKe41TEFgctx518GvIFLcdugsgM3HueJM+y2JqtpZfj64QxZO4QYa0yCY0FhQSoGLCIiIiIiImIn9igITOx2ptqGYWSKqx3TFPgL2Ap0jjunD7A87usVcd8Td3yLaZrm47zeDJucCbgSwPX717l2/xqbz26Ob7eaVkLCQpScEREREREREclATNPcS2xh34PAUWJzJn7A+8BbhmEEEltTZnZcl9lA7rj2t4ARj/vcGXZb09rTazEwyOKShZ+P/UyLEi0AuBl+k2hrtLY1iYiIiIiIiNiJnbY1YZrmf4D//E/zWaBmEudGAF3+n737DI+qWv8+/l2TSei9hNBBVKooRvDoAVEO0juoeM5fRZoeULBQBOwiiCgPCkRAREBQEEVBsGuw0wQB4aggHRIsYEyYySST9bxIiEQCBMj03+e65srMLjP3Xnt2MnPnXmsVxutGbOXMqh2raFG9BTc0uoE3t7+JK8MFZE+jDWhAYBERERERERHxi4hMzvyS9gvrDqyjQ70O3NzkZlI9qbzz4ztA9mDAgCpnRERERERERAIkQGPOBEyBkjPGmGHGmK3GmO+NMcP/tu4+Y4w1xlT0TYiF7/2d72OxdLywI9fUuoa4knEs2roIyB4MGNCYMyIiIiIiIiIBYozxyS1YnTE5Y4xpDAwku39VU6CzMaZezroawPVkj2gcMt7d8S6VS1SmWVwzohxR3NT4Jlb9tIojriPq1iQiIiIiIiIiflWQypkGwBpr7bGcOb1XAz1z1k0BRgLnNFVUIHizvLy34z3a12uPw2Qf/s1Nbsbj9fDm9jc59OchSkSXoGRMyQBHKiIiIiIiIhKZ1K3pZFuBlsaYCsaY4kBHoIYxphtwwNifDt8AACAASURBVFr7nU8jLGTrDq7jd9fvdKjXIXfZ5XGXc1GFi1i0dRFJaUmqmhERERERERERvznjVNrW2u3GmKeAD4A0YBNQBBhDdpem0zLGDAIGAcTGxpKYmHg+8Z5SampqgZ77pV0v4cBB8UPFSfz1r+2vKnkV83bNo3qx6pSLKeezOMNJQdtcCo/a3P/U5oGhdvc/tbmIiIgEk2AeH8YXzpicAbDWzgHmABhjngSSge7AdzkNVh341hjT3Fqb9Ld9ZwGzAOLj423r1q0LLfgTJSYmUpDnHvHTCK6scSVd23bNs7zqb1V5edrL7HPt48o6VxbouSJdQdtcCo/a3P/U5oGhdvc/tbmIiIgEkwjLzRR4tqbKOT9rkj3ezDxrbWVrbW1rbW1gP9Ds74mZYJOcmsz6g+vzdGk67qIKFxFfNR7QTE0iIiIiIiIi4j8FqpwB3jDGVAAygCHW2qM+jMln3t/5PgAdL+yY7/qbG9/M+oPrqVKyij/DEhEREREREZETRFq3pgJVzlhrW1prG1prm1prP85nfW1r7a+FH17hWvXTKmJLxHJplUvzXX9T45uoWLwizeKa+TkyEREREREREYlUBa2cCXmZWZl8sPMDutXvljuF9t/FlYrj8P2HIy5DJyIiIiIiIhJMIu1reYEqZ8LBmv1rOOI+ku94MydSYkZERERERERE/CliKmfWH1wPwDW1rglwJCIiIiIiIiJyOpFWOBExlTN/ev4EoFyxcgGORERERETEf4Z0bsz65/qw4fk+DO3SBIAmtcuT+FR31k3tzdKx7SlVLPqU+zschq+n9OKNce1zl8299zrWTu3No/9pnrtsVJ/L6NKits+OI1h8+flndO3Ujs7t2zJn9qyT1m9Yv44be/eg2SUN+fD993KX7971Mzf16UnvHl34btNGADIzMxnU/zZcLpe/wg8KZ2rD4z764H2aNrqY77duAWDjtxvo3aMLfW/oyZ49uwFISUlh8MDbycrK8muMOs++Z4xvbsEqYpIzqZ5Uoh3RxETFBDoUERERERG/aFizHP2ub0DL+5fRfNhSOlxRk7pVSpMw9BrGzV/DFcOWsvybXdzTo+kpn2No58b8sO9I7uPGtcrj8mTSfNhSLr+wEqWLx1ClXHGuuCiWFWt2++GoAsfr9fLk+MeY8cKLLFu+kvdWvcPOHTvybFMlLo7Hx0+gQ6fOeZa/vmQxI0ePYXrCbObNfQmAJYtfpVPnrhQrVsxvxxBoBWlDgLS0VBa+Mp8ml/z13pw/by7TE2YzYtQYXl/8GgCzZyYwYOBgHI7C+2qr8yyBEDHJmTRPGiVjSgY6DBEREZGzYoxpboy5Iud+Q2PMvcaYjoGOS0JD/erlWPfjYVyeTLxZls+3HqL7P+pQr2oZvvj+EACffLef7lfVzXf/ahVK0D6+FnM//F/usgxvFsVinBgD0VEOvFlZPHhzPE+8ut4vxxRIW7dspkaNWlSvUYPomBjad+xE4qd5J7OtVq06F11c/6RJSJxOJ263G5fbhTPaSUpKCqsTP6VLt+7+PISAK0gbAkx/bir9+g+kSJEiucucTicutwu3243T6WTf3r0kJR3iiuYt/B6jzrPvGWN8cgtWEZOcSc1IVXJGREREQoox5mHgOSDBGDMBmAaUAEYbY8YGNDgJCd/v/Z2rG1ahfKkiFItx0v7ymlSvWJLt+47kdkHqeVVdqlcske/+Tw+4irHzviHL2txlP+w/yq9/uPn62V6sWreHC+LK4DCGTT//6o9DCqjDyclUiauS+7hybCzJyckF2vemvv9mzuyZPDhmNAMGDmbWCzMKveIjFBSkDbdv+56kpCRaXdM6z/L+AwYz7oFRzJk9k743/4fnn5vC0LuHByTGU9F5lnMVMQMCp3pSKRGT/x8dERERkSDVG7gUKAIkAdWttSnGmMnAGmD8qXY0xgwCBgFMmzGT/gMH+SFcCTY/7D/KM29uYsUjnTiWnsl3u37Fm2UZ/Nxqnhl4FaNvaMbKtXvwZJw8XkeH+JocPupi485fadk4Ls+6EXO+yr2/dGx77kr4jJF9LuOS2hX4eNP+PJU2ki2ualXmvLwAgL179pCcnETduhcwZvQIMjIyGHLXMGrXrhPgKAMvKyuLyZMm8tj4CSetq9+gAa+8ugTIHvOlUsVKWGsZcd9wnE4n948YTYWKFf0dch46z4UniItcfCJikjPq1iQiIiIhKNNa6wWOGWN2WmtTAKy1LmPMaUe/tNbOAmYBuDOxp9tWwtu8j35g3kc/APDof5pz4LdUfjxwlC6PrAKgXtUydIivedJ+/2hQhc7Na9H+8poUiYmidPFoXrrnOm6f8knuNp2b12Ljzl8oUTSaulVK85+nP2L5Ix15bfUOXJ5M/xygH1WOjSXpUFLu48PJycTGxp718xyv+Fi0cAE9e/WharVqPP//nmXCpGcKM9ygdKY2TEtLY8dPPzLgtlsA+PXXXxg29E6mTkugUePsAa2ttcyamcCkp59l4pOPc899Izh44ACLFi7grmH3+DzGgork81wYgrkLki9ETG1VqkfdmkRERCTkeIwxxXPuX358oTGmDFC4U5NI2KpUpigANSqWpNs/arP4sx25y4yB0Tc0Y/Z7207a76EFa6nXfyH1By3ilskfkbj5YJ7EjDPKwdCuTXj2ze8oFhPF8Z5PUQ5DTHR4fs1o1LgJe/fuZv/+fWR4PLy3aiXXXHvdWT3H+nVrqVypMrVq1cbtcuFwOHAYBy6320dRB5cztWGpUqVY/eUa3v3wE9798BMuaXppnsQMwIq336Jly1aUKVsWl9uNwzhwOBy4C2k2JJ1nCYTIqZzJSCOuZNyZNxQREREJHq2stekA1toTkzHRwK2BCUlCzaujrqd86aJkZGYxfOaX/JHmYUjnxgzu2AiAt7/ZxfyPsytr4soXZ8aQa+jx+LtnfN47OjbilU9+xOXJZMvu3ylexMm6qb15f8M+/kjz+PSYAsXpdPLA2Ie4c9AAsrK8dO/Ri3r1LmT681Np1Kgxra9rw9Ytm7ln2NDcgWBnTH+eZctXAtkVH7NnJjBp8hQAevW5kQdG3Y/Xm8nYBx8J4JH5T0Ha8HRcLhdvv/UmL8zOngnpllv7MeTOQURHRzNx0mS/xajz7HuRVjljrPVflWt8fLxdv943o7gnJibSunXrU66/eNrFXFblMl7r/ZpPXj8SnanNpfCpzf1PbR4Yanf/K6w2N8ZssNbGn39EUpjUrSn8les1M9AhnNGRNwYHOgQRKQRFnfgla9Lq2S998rfrs3uvDsqsT8RUzqhbk4iIiIiIiEhoiLDCmchJzqR50igRrdmaRERERERERIJdpHVrCs+Ruv7GWqvKGREREREREREJShFROZPuTcdrvUrOiIiIiIiIiISACCuciYzKmTRPGgAlYtStSURERERERESCS0RUzqR6UgFUOSMiIiIiIiISAiJtzBklZ0REREREREQkqERYbiZCujVl5HRr0mxNIiIiIiIiIhJkVDkjIiIiIiIiIkHFEWGlM5FROZMzILCSMyIiIiIiIiISbCKqckazNYmIiIiIiIgEvwgrnImMyhl1axIRERERERGRYBURlTMaEFhEREREREQkdGgq7TCkbk0iIiIiIiIiocMRWbmZyOnWFBMVQ0xUTKBDERERERERERHJIyIqZ9I8aerSJCIiIiIiIhIi1K0pDKVmpGowYBEREREJW0feGBzoEM6oQt+5gQ7htH57tV+gQxCRCBYZyRmPkjMiIiIiIiIioSLCCmciIzmT5knTYMAiIiIiIiIiIcIQWdmZiBkQWJUzIiIiIiIiIhKMIqJyJtWTSrXS1QIdhoiIiIiIiIgUgKbSDkNpGZqtSURERERERESCU8RUzqhbk4iIiIiIiEho0FTaYSjNk6bkjIiIiIiIiEiIiLDcTPh3a7LWkupJVbcmEREREREREQlKYV85k+5Nx2u9qpwRERERERERCRGOCCudCfvKmTRPGoCSMyIiIiIiIiISlMK+cibVkwpAiRh1axIREREREREJBRFWOBP+lTPHkzOqnBERERERERGRYFSg5IwxZpgxZqsx5ntjzPCcZU8bY/5njNlsjFlmjCnr21DPTVqGujWJiIiIiIiIhBJjjE9uweqMyRljTGNgINAcaAp0NsbUAz4EGltrLwF+BB7wZaDnKrdbk2ZrEhEREREREQkJxvjmFqwKUjnTAFhjrT1mrc0EVgM9rbUf5DwG+Aao7qsgz4e6NYmIiIiIiIhIMCtIcmYr0NIYU8EYUxzoCNT42za3A+8WdnCFQbM1iYiIiIiIiIQWhzE+uQWrM87WZK3dbox5CvgASAM2Ad7j640xY4FMYGF++xtjBgGDAGJjY0lMTDz/qPORmpqa73NvOLQBgM0bNnOoyCGfvHakOlWbi++ozf1PbR4Yanf/U5uLiIiIBE6BptK21s4B5gAYY54E9ufcvw3oDLSx1tpT7DsLmAUQHx9vW7dufd5B5ycxMZH8nnvTN5vgR2h7TVvKFg3KMYtD1qnaXHxHbe5/avPAULv7n9pc5Px9+flnPDVxPFneLHr06kP/gYPyrN+wfh2TJj7JTz/+wFNPP0vbdu0B2L3rZ0aPvJ/MzAwefPgxml56GZmZmfx38ACmTkugWLFigTgcv/lvx4b0a3MRGHj5ox+ZvmobTWqVY+qgqyhZNJo9h//k9uc+409XRr77OxyGLyZ24eDvx+g98SMAXrq7FY1qluPdDft45NVvARjZsynb9h3hnXV7/XZsgaD3YWQ403k+7qMP3ue+e+5m0eKlNGrchI3fbmD8448QHR3NxKefpVat2qSkpDDivuEkzHwRhyN4JnQO3hoX3yjobE2Vc37WBHoCi4wx7YGRQFdr7THfhXh+NCCwiIiIiPia1+vlyfGPMeOFF1m2fCXvrXqHnTt25NmmSlwcj4+fQIdOnfMsf33JYkaOHsP0hNnMm/sSAEsWv0qnzl3D/gtxwxpl6dfmIlo9sIIr73+bDpfXoG6VUky/42oeWrie5ve9xYq1exnetfEpn2NIx4b8cOBo7uPGNcvh8nhpcf/bXF6vIqWLR1OlbDGuuLBi2Cdm9D6MDAU5zwBpaaksfGU+TS5pmrts/ry5TE+YzYhRY3h98WsAzJ6ZwICBg4MqMQOarelU3jDGbANWAEOstUeBaUAp4ENjzCZjzAu+CvJ8pHpSiYmKIToqOtChiIiIiEiY2rplMzVq1KJ6jRpEx8TQvmMnEj/9OM821apV56KL6+MweT+CO51O3G43LrcLZ7STlJQUVid+Spdu3f15CAFxcbWyrNvxCy6PF2+W5fNtSXRrXot6VcvwxbZkAD7efJBuV9bOd/+q5YvTvll1Xv74p9xlGd4sisVEYQw4oxx4syzjbryM8Us2+eOQAkrvw8hQkPMMMP25qfTrP5AiRYrkLnM6nbjcLtxuN06nk31795KUdIgrmrfw5yFIPgrarallPsvqFX44hS/Nk6bBgEVERCRsGGPmW2tvCXQcktfh5GSqxFXJfVw5NpYtmzcXaN+b+v6bcWNG4fF4ePDhR5n1woyg/C+2L2zbd4SH+zajfMkiuDyZtGtWnW93/sr2fUfpfEVN3lm3l57/qE31CvlXwU/q14Kxr6ynVNG//hH7w4E/+DXFzVeTuvLq6p1cUKU0Dodh067f/HVYAaP3YWQoyHnevu17kpKSaHVNa+bNnZO7vP+AwYx7YBRFihThyYlP88zkpxh693C/xX42HMFb5OITBUrOhLLUjFR1aRIREZGQZIxZ/vdFwLXGmLIA1tqu/o9KCltc1arMeXkBAHv37CE5OYm6dS9gzOgRZGRkMOSuYdSuXSfAUfrGDwf+4Nm3t7D8wetJc2eyeffvZGVZ7pzxBZNvb8Ho3k1ZuW4fnkzvSfu2b1adX/5wsenn32jZsEqedSNfXpt7//VRbbhr1leM6HkJTWqV55PNB3n54x99fmyhJpLfh+EmKyuLyZMm8tj4CSetq9+gAa+8ugTIHn+oUsVKWGsZcd9wnE4n948YTYWKFf0dslDwbk0hK9WTqsoZERERCVXVgRTgWeCZnNufJ9w/JWPMIGPMemPM+jmzZ/k80EhXOTaWpENJuY8PJycTGxt71s/z/HNTGHr3cBYtXEDPXn24574RzJwxrTBDDTrzP/mJf45aQbuH3+Voajo/HUzhx4N/0PWJD/jnqBW8/uXP7Er+86T9/lE/lk7xNdk2vTfz7rmGaxrHMeeuVnm26RRfk40//0bJotHUjS3FLVMS6XFlbYrFRPnr8PxK78PIcKbznJaWxo6ffmTAbbfQoe11bP5uE8OG3sn3W7fkbmOtZdbMBAbd8V9mzpjGPfeNoFfvG1i0cIFfj+V0NOZMmFG3JhEREQlh8cAGYCzwh7U2EXBZa1dba1efbkdr7Sxrbby1Nv5Us3hI4WnUuAl79+5m//59ZHg8vLdqJddce91ZPcf6dWupXKkytWrVxu1y4XA4cBgHLrfbR1EHh0qliwJQvWIJuraoxZIvfs5dZgyM6tWUOR/8cNJ+Dy/awEV3LKHhkKXcOmU1q7ceov/zn+Wud0YZhnRqyJS3t1AsJorjU8tGOQwxzvBMzuh9GBnOdJ5LlSrF6i/X8O6Hn/Duh59wSdNLmTotgUaNm+Rus+Ltt2jZshVlypbF5XbjMA4cDgdulysQh5QvY3xzC1bh363Jk0qJGHVrEhERkdBjrc0CphhjXs/5mUwEfH4LRU6nkwfGPsSdgwaQleWle49e1Kt3IdOfn0qjRo1pfV0btm7ZzD3DhuYOtDpj+vMsW74SyP4v9uyZCUyaPAWAXn1u5IFR9+P1ZjL2wUcCeGS+t/D+aylfqiiZmVnc++I3/HHMw387NmRQu/oALF+7h/mfZg/4W6VcMWbc8U96TvjwjM87uF0DFq3egcvjZcueIxSPcbL2me68/+1+/jjm8ekxBYreh5GhIOf5dFwuF2+/9SYvzM6eleuWW/sx5M5B2dNrT5rsj0OQfBhr7Zm3KiTx8fF2/fr1PnnuxMREWrdufdLyZjObUa10NVb0XeGT141kp2pz8R21uf+pzQND7e5/hdXmxpgN1tr4849I8mOM6QRcba0dczb7uTPx3wc+kVOo0HduoEM4rd9e7RfoEERCQlEnfqk/uWXRZp/87Zp/8yVBWT8T9v95SctQtyYREREJD9balcDKQMchIiIihSvsx5xJ9Wi2JhEREREREZFQ4jC+uZ2JMaasMWapMeZ/xpjtxph/GGPKG2M+NMb8lPOzXM62xhjznDFmhzFmszGm2Tkf77nuGCo0W5OIiIiIiIiIFNBU4D1rbX2gKbAdGA18bK29EPg45zFAB+DCnNsgIOFcXzSskzPWWs3WJCIiIiIiIhJiAjGVtjGmDNAKmANgrfVYa48C3YB5OZvNA7rn3O8GzLfZvgHKGmPizuV4wzo5k+5Nx2u96tYkIiIiIiIiEkKMj25nUAf4BZhrjNlojHnRGFMCiLXWHsrZJgmIzblfDdh3wv77c5adtbAeEDjNkwagyhkREREJKGPMCjj1jEnW2q5+DEdERCRiGWMGkd0F6bhZ1tpZOfedQDPgLmvtGmPMVP7qwgSAtdYaYwp9JqmwTs6kelIBJWdEREQk4CYHOgAREZFQ4jhDF6RzlZOImXWK1fuB/dbaNTmPl5KdnEk2xsRZaw/ldFs6nLP+AFDjhP2r5yw7axGRnCkRo25NIiIiEjjW2tWBjkFEREROz1qbZIzZZ4y52Fr7A9AG2JZzuxWYmPPz7ZxdlgNDjTGvAS2AP07o/nRWwjo5k5ahbk0iIiISPIwxFwITgIZA0ePLrbV1AxaUiIhIEPJR4UxB3AUsNMbEAD8D/cger3eJMaY/sAe4IWfbVUBHYAdwLGfbcxLWyRl1axIREZEgMxd4GJgCXMtfH/hERETkBGeaWclXrLWbgPh8VrXJZ1sLDCmM1w3rDwO53Zo0W5OIiIgEh2LW2o8BY63dY619BOgU4JhEREQkwMK6ckazNYmIiEiQSTfGOICfjDFDyR40UB9URERE/iaA3ZoCIiIqZ5ScERERkSAxDCgO3A1cDvwf2QMLioiISAQL68oZzdYkIiIiwcRauy7nbirnMWigiIhIuPPVVNrBKqyTM8dna9KYMyIiIhIMjDGfAvbvy6211wUgHBERkaAVYbmZ8E7OpHpSiYmKIToqOtChiIiIiADcf8L9okAvIDNAsYiIiEiQCPvkjMabERERkWBhrd3wt0VfGmPWBiQYERGRIBaoqbQDJayTM2kZaUrOiIiISNAwxpQ/4aGD7EGBywQoHAkj9qTOcsHnt1eDe5ilC4e9HegQzuinqd0CHYKI+EhYJ2dSPakab0ZERESCyQayx5wxZHdn2gX0D2hEIiIiQSisp5bOR1gnZ9I8qpwRERGRoNLAWus+cYExpkigghEREZHgENbJKI05IyIiIkHmq3yWfe33KERERIKcMcYnt2AV1pUzqZ5UqpWuFugwREREJMIZY6oA1YBixpjLyO7WBFAaKB6wwERERIKUI3jzKD4R1skZDQgsIiIiQaIdcBtQHXiGv5IzKcCYAMUkIiIiQSKskzOpnlRKRis5IyIiIoFlrZ0HzDPG9LLWvhHoeERERIJdpFXOhP2YMyViNFuTiIiIBI3LjTFljz8wxpQzxjwRyIBEREQk8MI2OWOt1WxNIiIiEmw6WGuPHn9grT0CdAxgPCIiIkFJAwKHiXRvOl7rVXJGREREgkmUMaaItTYdwBhTDNBU2iIiIn8Tad2awjY5k+pJBaBEtLo1iYiISNBYCHxsjJlL9qDAtwHzAhqRiIiIBFzYJmfSPGkAqpwRERGRoGGtfcoY8x3wL8AC7wO1AhuViIhI8AniHkg+EbZjzhyvnFFyRkRERIJMMtmJmT7AdcD2wIYjIiIigRa+lTMZ2ZUzmq1JREREAs0YcxHQN+f2K7AYMNbaawMamIiISJByRFjpTNgmZ1Q5IyIiIkHkf8DnQGdr7Q4AY8w9gQ1JREQkeIVtN59TCNvjVXJGREREgkhP4BDwqTFmtjGmDdkDAouIiIiEb3Lm+IDAmq1JREREAs1a+5a19iagPvApMByobIxJMMZcH9joREREgo8xvrkFq7BNzqhyRkRERIKNtTbNWrvIWtsFqA5sBEYFOCwREREJMCVnRERERALAWnvEWjvLWtsm0LEAfPn5Z3Tt1I7O7dsyZ/ask9ZvWL+OG3v3oNklDfnw/fdyl+/e9TM39elJ7x5d+G7TRgAyMzMZ1P82XC6Xv8KXAvryi8/o1rkdXTq05aUXTz7Phw4dZEC//+PG3t3p06MLn3+2GoCN326gT48u3HxDT/bs2Q1ASkoKdwy8naysLH8eQkDc3rouH429lo/GXUv/a+sC0LB6ad6+vyXvPdCalSOv4dJaZfPdd0z3hnw07lo+efA6Hu3TBIAYp4MFQ67ko7HXckvL2rnbTuzblMY1ypxXrGe6lue/PJceXTrSu0cXBt5+KwcPHgD8ey3r940UhMMYn9yCVYGSM8aYYcaYrcaY740xw3OWlTfGfGiM+SnnZznfhnp2NFuTiIiISMF4vV6eHP8YM154kWXLV/LeqnfYuWNHnm2qxMXx+PgJdOjUOc/y15csZuToMUxPmM28uS8BsGTxq3Tq3JVixYr57RjkzLxeLxOeeIzpCS/y5vHzvDPveZ49M4Hr23Vg8dK3mDh5Ck8+8SgAC+bNZVrCbEaMHsPSJa8B8OLMBPoPHIzDEbb/7wXg4rhS3Hx1LTpP+ox2TybSpnEValcqwdjujZiy6gfaT0hk8srtjOne6KR9L69Tjvi65bl+/Kf864lPaFqzLFdeWIFrGlRm3c7fafvkp/RsXgOABtVKE+UwbN33xznHWpBruX6DBixa8gZLl62g7fXtmPLM04D/rmX9vhHJ3xl/kxpjGgMDgeZAU6CzMaYeMBr42Fp7IfBxzuOgkepJpUhUEZyOsJ2QSkRERCKMMeafxph7C3ucmq1bNlOjRi2q16hBdEwM7Tt2IvHTj/NsU61adS66uD4Ok/fjo9PpxO1243K7cEY7SUlJYXXip3Tp1r0wQ5RCsHXLZmrUzDnP0TG069CJxE/ynmdjDGlp2RXoqX/+SaVKlYHj59mFy+XG6XSyb+9ekpIOcUXzFn4/Dn+rV6UUG3cfwZ3hxZtlWfPTr7RvGoe1UKpo9neN0kWjSf7DfdK+FigSHUWM00GMM4roKAe/pqST4c2iWEz24+P/yB/RuT6T3/nfecVakGu5eYsrcxMZTZpeyuGkJMB/17J+30hBRdqYMwXJXDQA1lhrjwEYY1aTPeNAN6B1zjbzgESCqM90qidVVTMiIiIS0owxa621zXPuDwSGAMuAh40xzay1EwvjdQ4nJ1Mlrkru48qxsWzZvLlA+97U99+MGzMKj8fDgw8/yqwXZjAgAqopQtHhw8lUqfLXeY6NjWXLlrzn+Y7/DuXOQf15ddEruFwuZs6eC8DtAwczbswoihQpwvgJT/Ps5KcYcvdwv8YfKD8cTGFklwaULRGN25PFtY1i2bz3KI8s3cIrQ//BuJ6NcRjo/sznJ+377a4jfP3jr6x/sj3GwLzVu9iRnMquX9Lo1bwGb9/fkpkf7aBtkyps2fdHvgmes3G21/KyN5ZydctWgP+uZf2+kYJyBHEixRcKkpzZCow3xlQAXEBHYD0Qa609lLNNEhCb387GmEHAIMj+A5CYmHi+MecrNTU1z3Pv3LuT6Kxon72enNzm4ntqc/9TmweG2t3/1OZBK/qE+4OAttbaX4wxk4FvgFMmZ078DDZtxkz6DxzkkwDjqlZlzssLANi7Zw/JyUnUrXsBY0aPICMjgyF3DaN27To+eW0pfO+tWknXbj245bbb+W7TRsY9MJKlb71D/foNWLBoCZA9HkjFSpXAWkbeNxyn08l9I0ZTCj7ttgAAIABJREFUoWLFAEfvGzuSU5nx4U8sHHoVLk8m2w78gTfL8n+t6vDoG1t5d9MhOjerytP/voybn/8qz761K5WgXpWSNB/3PgCLhl5F8wvKs3bn79z18gYAnA7DK0P/Qf+Za3moZyOqli/OG2v28eGWJJ8e1zsr3mbb91t5ad4rQGhcy6EQo8i5OmNyxlq73RjzFPABkAZsArx/28YaY+wp9p8FzAKIj4+3rVu3Pt+Y85WYmMiJzz39l+lUyKqAr15PTm5z8T21uf+pzQND7e5/avOg5cgZ188BGGvtL5A965MxJvN0O574GcydSb6f046rHBtL0qG/vggeTk4mNjbf/7ud1vPPTWHo3cNZtHABPXv1oWq1ajz//55lwqRnzvq5pPBVrhxLUtJf5zk5OZnKlfOe52VvLmXGCy8C0PTSy0j3pHP0yBHKV6gAgLWW2TMTeGrys0x88nGG3zeCgwcOsGjhAu4ado//DsbPFn+9l8Vf7wVgVNcGHDriYlS3hjz8+hYA3vn2IJNuvvSk/do1jWPjriMcS8/++vTptmSa1clOzhx3S6s6vLF2H83qlCPFnckTc9axeNjV55ScKei1/M3XX/HirBeY8/IrxMTEnLTel9eyft9IQQXz4L2+UKD6L2vtHGvt5dbaVsAR4Ecg2RgTB5Dz87Dvwjx7qZ5USkSrW5OIiIiEtDLABrKrlsuf8NmrJFBon1obNW7C3r272b9/HxkeD++tWsk11153Vs+xft1aKleqTK1atXG7XDgcDhzGgct9ft00pPAcP88H9u8jI8PD+++efJ7j4uJYs+ZrAH7euRNPejrlypfPXb9i+Vv8s1UrypQpi9vlxmEcOBwO3O7wnimnQsnsBEbVcsVo3zSOt9bvJ/kPN1demJ20uvriiuz6Je2k/Q7+fowWF1YkymFwOgxXXliRHUl/5q4vUyyaNo1jWbpmH8ViorBZFgsUjY46pzgLci1v376Nxx99iKnTEqiQk3Q7ka+vZf2+EclfgUbLNcZUttYeNsbUJHu8mSuBOsCtZJfT3gq87bMoz0GaJ03TaIuIiEhIs9bWPsWqLKBHYb2O0+nkgbEPceegAWRleeneoxf16l3I9Oen0qhRY1pf14atWzZzz7ChuQNwzpj+PMuWrzweJ7NnJjBp8hQAevW5kQdG3Y/Xm8nYBx8prDDlPDmdTkaPeYg7Bw8gy+ulW855njFtKg0bNab1tW24d8RoHnt4HAvnvwzG8OgTEzE5/712uVwsf+tNEmZlz5Lzf7f2Y+h/BxEdHc2EpyYH8Mh8b9bA5pQtEUOmN4txSzaT4spk1KJNPNK7CU6HIT0zi9GLNgFwSc2y/OeftRm5aBMrNx7kqosr8eHYa7EWVm9L5qOtybnPO7zjxTz//o856w5za6s6fBh/La98vvuc4izItTxl8iSOHTvGiHuGAdkzIz03/QXAP9eyft9IQUVY4QzG2tNWuWZvZMznQAUgA7jXWvtxzhg0S4CawB7gBmvt76d5GuLj4+369evPP+p8/L0cu9nMZlQvXZ3lfZf75PVEJfCBoDb3P7V5YKjd/a+w2twYs8FaG3/+EUlhOlO3Jgl9BfhIH3DB/kXrwmFB9b/mfP00tVugQxChqLPwKjdPZ/zHO3zym21sm3pB+duoQJUz1tqW+Sz7DWhT6BEVkrSMNM3WJCIiIiIiIiJBr0DJmVCU6kmlZLS6NYmIiIiIiIiEGuOfAp2gEbYTwqd6UjXmjIiIiIiIiIgEvbCsnLHWkuZRtyYRERERERGRUOSIrMKZ8EzOpHvT8VqvKmdEREREREREQlCkJWfCsltTqicVgBLRqpwRERERERERkeAWlpUz7kw3AMWiiwU4EhERERERERE5W8ZEVulMWFbOpGemA1AkqkiAIxEREREREREROb2wrJxJ9+YkZ5xKzoiIiIiIiIiEGo05EwZUOSMiIiIiIiIioSIsK2eOjzmjyhkRERERERGR0BNhQ86EZ3LmeLemos6iAY5ERERERERERM6WI8KyM+rWJCIiIiIiIiISQGFdOaNuTSIiIiIiIiKhRwMCh4HcMWdUOSMiIiIiIiIiQS48K2cyNeaMiIiIiIiISKiKsCFnwjQ5o25NIiIiIrmsDXQEpxdpH8B9QW14/n6a2i3QIZxR1X6LAh3CaR2ce3OgQ5Aw4iCyfrGFZbcmDQgsIiIiIiIiIqFClTMiIiIiIiIiElQirSIwLCtnNCCwiIiIiIiIiISK8KycyenWFBMVE+BIRERERERERORsRdpU2uGZnPGmUySqCCbS6qBEREREREREwoAjwr7Ph2W3pvTMdI03IyIiIiIiIiIhIawrZ0REREREREQk9ERY4Ux4Vs64M92qnBERERERERGRkBC2lTNFnUUDHYaIiIiIiIiInAONORMG0jPVrUlEREREREREQkPYVs6oW5OIiIiIiIhIaIqwwpnwTM64M92qnBEREREREREJUWHZzec0wvJ4NZW2iIiIiIiIiISKsKycSfemUz6mfKDDEBEREREREZFzYCKsX1P4Vs6oW5OIiIiIiIiIhICwrZxRtyYRERERERGR0BRZdTNhmpzRgMAiIiIiIiIiocuhbk2hT92aRERERM7Ol198RrfO7ejSoS0vvTjrpPWHDh1kQL//48be3enTowuff7YagI3fbqBPjy7cfENP9uzZDUBKSgp3DLydrKyswo3x88/o2qkdndu3Zc7sk2Oc//JcenTpSO8eXRh4+60cPHgAgN27fuamPj3p3aML323aCEBmZiaD+t+Gy+XyW3wb1q/jxt49aHZJQz58/73c5f6KLxSEQhueKcbjPvrgfZo2upjvt24Bsq+V3j260Pdv18rgQrhWBl9/MV9O6MhXEzpyR7uLAWhcsywfPHw9q5/owMePtqNZ3Qon7de4Zlnef+h6vprQkc/Hd6BHi5q562beeRWfj+/AuD5Nc5fd160RHS+vfl6xhopQeC+K7xhjoowxG40x7+Q8rmOMWWOM2WGMWWyMiclZXiTn8Y6c9bXP9TXDMznjTaeos2igwxAREREJCV6vlwlPPMb0hBd5c/lK3lv1Djt37sizzeyZCVzfrgOLl77FxMlTePKJRwFYMG8u0xJmM2L0GJYueQ2AF2cm0H/gYByOwvuo6fV6eXL8Y8x44UWWHY9xR94Y6zdowKIlb7B02QraXt+OKc88DcDrSxYzcvQYpifMZt7clwBYsvhVOnXuSrFixfwWX5W4OB4fP4EOnTrnWe6P+EJBKLRhQWIESEtLZeEr82lyyV+Jjfnz5jI9YTYjRo3h9cXZ18rsmQkMOM9rpUH1Mtxy7QX86+H3aTn2Xa6/tBp1Kpfk0ZsuY9KyLVwz7l0mvLmFR2669KR9XR4vd878mqseWEWfpxMZ/5/LKV08moY1yuL2ZNJy7Ls0q1ueUsWiiS1TlMsvqMiqDfvPOdZQEQrvxUhgfHQroGHA9hMePwVMsdbWA44A/XOW9weO5CyfkrPdOQnP5Iym0hYREREpsK1bNlOjZi2q16hBdHQM7Tp0IvGTj/NsY4whLS0VgNQ//6RSpcoAOJ1O3G4XLpcbp9PJvr17SUo6xBXNWxR+jDVyYoyJoX3HTiR+mjfG5i2uzP3y06TppRxOSjohRjcutwtntJOUlBRWJ35Kl27d/RpftWrVueji+jhM3o/g/ogvFIRCGxYkRoDpz02lX/+BFCny13cSp9OJy+3C7S7ca+WiqqXZsPM3XB4v3izLV/87TOcramAtlCoWDUDpYtEkHTm5amNn0p/8nPwnAElHXfya4qZiqaJkerMoGuPEGHBGOcjKsjzQ6xImvrH5vGINFaHwXhTfMcZUBzoBL+Y8NsB1wNKcTeYBx09ot5zH5KxvY85xmqmwHHMm3atuTSIiIhL6jDEtgO3W2hRjTDFgNNAM2AY8aa39ozBe5/DhZKpUqZL7ODY2li1b8n4Ju+O/Q7lzUH9eXfQKLpeLmbPnAnD7wMGMGzOKIkWKMH7C0zw7+SmG3D28MMLKG2NyMlXi/oqxcmwsWzaf+ovisjeWcnXLVgDc1PffjBszCo/Hw4MPP8qsF2acd7XC+cZ3In/EFwpCoQ0LEuP2bd+TlJREq2taM2/unNzl/QcMZtwD2dfKkxOf5pnJTzG0EK6V7fv/YGzvppQrGYPb46Vt06ps3PUbYxZuYOmIa3ms72UYY2j/2AenfZ5mdSsQE+Vg1+E/sRZ+S3GT+HgHlny5izqxJXE4DJv3HDnveENBKLwXI4GvhpwxxgwCBp2waJa19sS+a/8PGAmUynlcAThqrc3MebwfqJZzvxqwD8Bam2mM+SNn+1/PNq6wS854s7xkZmWqckZERETCwUvA8X4RU4FjZJdMtwHmAj39Fch7q1bStVsPbrntdr7btJFxD4xk6VvvUL9+AxYsWgJkj8FQsVIlsJaR9w3H6XRy34jRVKhY0V9hAvDOirfZ9v1WXpr3CgBxVasy5+UFAOzds4fk5CTq1r2AMaNHkJGRwZC7hlG7dh2/xniiYI8vFARLG2ZlZTF50kQeGz/hpHX1GzTglVf/ulYqVayEtZYROdfK/ed4rfx4MIXnVm7jjZHXcSw9ky17j5CVZenX5kLGLvyWFev30b15TZ4bcCU9n/ok3+eILVOUhDv+wZCZX2Nt9rIxC7/NXb/o3mu496W13Nu1EY1rliVxaxLzE3eedayRIFjei+HgHAtQzignEZPvgFHGmM7AYWvtBmNMa58EcAphl75L96YDaMwZERERCQeOE/5TF2+tHW6t/cJa+yhQ93Q7GmMGGWPWG2PWz8lngN8TVa4cS1JOFyCA5ORkKleOzbPNsjeXcn27DgA0vfQy0j3pHD3y13/RrbXMnpnAoDv+ywsJ0xh+3wh69r6BRQsXnMXhnibG2FiSDv0V4+HkZGJjY0/a7puvv+LFWS8wdVoCMTExJ61//rkpDL17OIsWLqBnrz7cc98IZs6Y5rf4zsRX8YWCUGjDM8WYlpbGjp9+ZMBtt9Ch7XVs/m4Tw4bemTsoMGRfK7NyrpWZM6Zxz30j6HWe18orq3/muofeo/P4jzia5mFH0p/0/WcdVqzfB8Bba/dy+QUnDwgMUKqok9fub834179j/c7fTlrfoVk1vtv1OyWKOqlTuSS3T/uSrlfUpFhM1DnHG+xC4b0oPnM10NUYsxt4jezuTFOBssaY48Ut1YEDOfcPADUActaXAU6+kAog/JIzmdnJGXVrEhERkTCw1RjTL+f+d8aYeABjzEVAxul2tNbOstbGW2vj+w8YdLpNadS4CXv37ubA/n1kZHh4/92VXHPtdXm2iYuLY82arwH4eedOPOnplCtfPnf9iuVv8c9WrShTpixulxuHceBwOHC7C2d2kuMx7t+/jwyPh/dWnRzj9u3bePzRh5g6LYEKFU7+Irp+3VoqV6pMrVq1cbtcOBwOHMaBy+32S3xn4sv4QkEotOGZYixVqhSrv1zDux9+wrsffsIlTS9l6rQEGjVukrvNirffomXLVpQpWxaX+4Rr5Txm8qlYOvu7T7UKxekcX52lX+8m6YiLq+tnjw3VqmEsO5P+PGm/6CgH84e3YvEXu1i+bt9J651Rhjva1ee5ldsoGhNFTlENDoch2hl2XyVzhcJ7MRI4fHQ7HWvtA9ba6tba2sBNwCfW2n8DnwK9cza7FXg75/7ynMfkrP/E2uP1Z2cn7Lo1Ha+cUbcmERERCQMDgKnGmHFk91//2hizj+z+7QMK60WcTiejxzzEnYMHkOX10q1HL+rVu5AZ06bSsFFjWl/bhntHjOaxh8excP7LYAyPPjExt+Tc5XKx/K03SZiVPTPJ/93aj6H/HUR0dDQTnppcaDE+MPYh7hw0gKwsL91zYpz+/FQaNWpM6+vaMGXyJI4dO8aIe4YB2bOpPDf9BeCvyp5Jk6cA0KvPjTww6n683kzGPviIX+LbumUz9wwbmjtA6Izpz7Ns+Uq/xBcKQqENCxLj6bhcLt5+601emJ19rdxyaz+G3Jl9rUycdO7Xyry7W1K+ZBEyvFmMnLeelGMZDHtpLRP+cznOKEN6hpd7XloDwKV1ytPvunoMm7OW7i1qctXFlSlfsgh9W2YX4w2Z9TVb9x4FYMC/LuK1L37G5fHy/d6jFIuJ4osnO/LhdwdJOXba/HBIC4X3ovjdKOA1Y8wTwEbg+IBSc4AFxpgdwO9kJ3TOiSlIUscYcw/ZHwAssAXoR3a5z9NkJ59SgdustSfPI3eC+Ph4u379+nON9bQSExNp3bo1u4/ups7UOrzU9SX6XdbvzDvKOTve5uI/anP/U5sHhtrd/wqrzY0xG6y18ecfkZzIGFMaqEP2P9b2W2uTz2Z/Vwbn9F88f/HVoI8i4aZqv0WBDuG0Ds69OdAhiB8UdZ7NjNTnbsmmgz7523XDpVWD8q/OGWvRjDHVgLvJ7ufcGIgiOxuUAPzbWnspsAgY58tACyq3W5MqZ0RERCRMWGtTrLXfWWs3nG1iRkRERIJfQbs1OYFixpgMoDhwkOwqmtI568vkLAs4DQgsIiIiIiIiEtqCsrzFh86YnLHWHjDGTAb2Ai7gA2vtB8aYAcAqY4wLSAGuzG//E+cQj42NJTExsbBizyM1NZXExET+l/I/AH7Y9gOJyb55Lcl2vM3Ff9Tm/qc2Dwy1u/+pzUVERCSY+Goq7WB1xuSMMaYc0I3sfs5HgdeNMf8BegIdrbVrjDEjgGfJZ2C6E+cQj4+Pt74aQ+B4X3nnXidshCsuu4LWdX3zWpJNY0L4n9rc/9TmgaF29z+1uYiIiEjgFKRb07+AXdbaXwCMMW+SPRhwU2vtmpxtFgPv+SbEs+POzJ6aTFNpi4iIiIiIiISm8J2sPX8FOd69wJXGmOImu66oDbANKGOMuShnm7bAdh/FeFY0ILCIiIiIiIiIhJKCjDmzxhizFPgWyCR7Tu9ZwH7gDWNMFnAEuN2XgRaUBgQWERERERERCW0acyYf1tqHgYf/tnhZzi2o5FbOqFuTiIiIiIiISEiKrNRMGHbjOl45o25NIiIiIiIiIhIKClQ5E0o0ILCIiIiIiIhIaIuwXk1hWDmjAYFFREREREREJISEXeWMBgQWERERERERCW2OCBt1JvySMxoQWERERERERCSkqVtTiEv3phNloohyRAU6FBERERERERGRMwq7yhl3plvjzYiIiIiIiIiEMBNh3ZrCr3ImM11dmkREREREREQkZIRd5Uy6N12DAYuIiIiIiIiEsEgbcyYskzPq1iQiIiLyl0j7gCsSrg7OvTnQIZxWue7TAh3CGR15a2igQ5ACirTZmsKuW5M7061uTSIiIiIiIiISMsKvciZTlTMiIiIiIiIioSzSqj7DrnIm3asBgUVEREREREQkdIRl5YwGBBYREREREREJXaqcCXEaEFhEREREREREQknYVc64M92UK1ou0GGIiIiIiIiIyDkyETZbU9glZzQgsIiIiIiIiEhoc0RWbiY8uzVpzBkRERERERERCRXhWTmj2ZpEREREREREQlakdWsKy8oZJWdEREREREREJFSEXeWMO9OtMWdEREREREREQlikTaUddskZdWsSERERERERCW3q1hTCrLUaEFhEREREREREQkpYVc5kZGUAqFuTiIiIiIiISAjTVNohzJ3pBlC3JhEREREREREJGWFVOZOemQ6ockZEREREREQklEXamDPhlZzx5iRnVDkjIiIiIiIiErIibbamsOrWdLxyRgMCi4iIiJydLz//jK6d2tG5fVvmzJ510voN69dxY+8eNLukIR++/17u8t27fuamPj3p3aML323aCEBmZiaD+t+Gy+Xya4xLFr9Kr+5duKFnN279T1927tgBwMZvN9C7Rxf63tCTPXt2A5CSksLggbeTlZXlt/iO++iD92na6GK+37rFr/EVJMZgOM8SnoZ0vYT10/uyYXpfhnZtCsAldSqyenJvvnnuRr6YcgPxF1XOd98nbvsH66f3Zf30vvRuWS93+dz727L2+Zt49JYrc5eNujGeLlfW8e3BBIEzXcvzX55Ljy4d6d2jCwNvv5WDBw8AupaDWXglZ7zq1iQiIiJytrxeL0+Of4wZL7zIsuUreW/VO7mJjeOqxMXx+PgJdOjUOc/y15csZuToMUxPmM28uS8B2UmSTp27UqxYMb/G2LFTF954awVL3nybfrcPYPKkCQDMnzeX6QmzGTFqDK8vfg2A2TMTGDBwMA5H4XwcLkh8AGlpqSx8ZT5NLmmau8wf8RU0xkCfZwlPDWuVp1+7RrS893Wa3/UaHZrXpm5cGcb3u4rxr67lyrsX8/jCNYzvd/VJ+7aPr8WlF1SixV2v0ere1xne4zJKFYumce0KuNIzaX7Xa1x+YWVKF4+hSrniXHFxLCu+2RWAo/SfglzL9Rs0YNGSN1i6bAVtr2/HlGeeBkLrWjY+ugWrsErOaEBgERERCSfGmLuNMTV8/Tpbt2ymRo1aVK9Rg+iYGNp37ETipx/n2aZatepcdHF9HCbvx0en04nb7cblduGMdpKSksLqxE/p0q2732MsWbJk7n2Xy4XJqYl3Op243C7cbjdOp5N9e/eSlHSIK5q38Gt8ANOfm0q//gMpUuSvz6v+iK+gMQb6PEt4ql+9HOt+SMaVnok3y/L51gN0v6ouFihdPAaAMsVjOPRb2kn7NqhZni++P4g3y3IsPZMtu3/j+strkZGZRbEiToyBaGcU3izLg/9pwRML1/r56PyvINdy8xZX5iZbmjS9lMNJSYCu5WAWXmPOaEBgERERCS+PA6ONMTuBV4HXrbW/FPaLHE5OpkpcldzHlWNj2bJ5c4H2vanvvxk3ZhQej4cHH36UWS/MKPSKj7OJ8bVFC1kwfy4ZGRnMfmkeAP0HDGbcA6MoUqQIT058mmcmP8XQu4f7Pb7t274nKSmJVte0Zt7cObnL/RFfQWM8FX+dZwlP3+/5nUdu+QflSxXF5cmkfXxtvv3pMCNmfc6Kx7oy4farcTgM197/xkn7bt71K2P7Nmfqsk0UL+Lkmkuq8b99v/PGFzv49Q8XX0+9kVc//YEL4srgMIZNOwv9V2TQOdtredkbS7m6ZSsgtK5lR4QNOhNeyRkNCCwiIiLh5WfgcuBfwI3Ao8aYDWQnat601v55qh2NMYOAQQDTZsyk/8BBPgkwrmpV5ry8AIC9e/aQnJxE3boXMGb0CDIyMhhy1zBq1/bf+A833fxvbrr536x6ZwWzX0jgiQlPUb9BA155dQmQPaZKpYqVsNYy4r7hOJ1O7h8xmgoVK/o0rqysLCZPmshj4yectC4Y4juTYDvPElp+2H+EZ5ZuYMXjXTnmzuC7n3/Bm5XFoI6NGfniF7z11U56/bMeCcOuo9O4t/Ps+/HGfVx+YWU+fboXv/7hYs3/kvB6LQAjZn+Ru93Shzpx17RERt5wOZfUqcjHm/Yx9/1tfj3OYPTOirfZ9v1WXpr3CqBrOZgFX3rsPGhAYBEREQkz1lqbZa39wFrbH6gKzADak524Od2Os6y18dba+DMlZirHxpJ0KCn38eHkZGJjY8862Oefm8LQu4ezaOECevbqwz33jWDmjGln/TyFEWP7jp349JOP8iyz1jJrZgKD7vgvM2dM4577RtCr9w0sWrjA5/GlpaWx46cfGXDbLXRoex2bv9vEsKF35g4K7Ov4ChJjQfnyPEv4mvfhdq4evoS2o5dxNDWdnw4c5d9t6vPWVzsBeOOLHcRflP/7cdKSDVx592I6P7gcg+Gng0fzrO/c4v+3d9/xUVX5G8c/32QSCNJRAgKCiKu0FTUqP2vARu8IqCurYlwVQVcRxLZ2EVYXAZFiQRQUFBQFsRLbgoKggGBBpElTEVBJnZzfHzNkAyQQYMqdyfPmlVdmbpn75Nw7w8nJOecey5JVP3NE+SQa1q7C5cPeputZjUgpF1d9EQqV9r28YP5/mTj+KUaOHktycvI+673+XtacMzFMEwKLiIhInNmjHumcy3POzXLO9QHqh+ogTZs1Z926NWzYsJ683FzmzpnNea1aH9RrLFr4OTWPqkn9+g3IzsoiISGBBEsgKzs7Yhl33+kI4KMPMzmm/p5F9Mbrr3HOOedSpWpVsrKzSbAEEhISyA7BHUoOlK9SpUp8+OlnvPXuB7z17gf89aQWjBw9lqbNmkckX2kylka4z7PEr6OqBOY/qXdURTr/33G8/OF3bNr2J+c0rwNA+kl1WbVXowtAQoJRvVLgj+/NGtSg2bE1eG/xusL1vsQE+nc+icdeXUxKuURcoFMNiQlGsi+uft0tVJr38sqVK7j/3rsZOXosNWrU2Oc1YuK9XMZaZ+KqKVETAouIiEic6VXSCufcrlAdxOfzcfsdd3NdRj8KCvx06dqdRo2OZ8yokTRt2oz01uezfNlSbh7Yv3DyyCfHjGLmrNm7szBh3FgeHfE4AN179uL2wbfi9+dzx13/iljGl6a8wIL580ny+ahUuTL3PzSscP+srCxef20GT00I3J3kir5XcsN1GSQlJfHIoyMikm9/wp2vtBmjfZ4lfk0d2pbqlcqT5y/gpqc+ZMefudwwah7DM87Bl5hATm4+/UfNA+CURjXp17Yp14+aR1JiAu8N6wbA77tyuWrEu/gLXOHr/qN9c154/xuycvJZ9uOvVCjnY+HoPry9aA07/syNys8abqV5Lz8+4lF27drFoJsHAoE7sT0x5ilA72WvMufcgbcKkbS0NLdo0aKwvHZmZibrq63niteu4Psbv6dR9UZhOY78T2ZmJunp6dGOUaaozCNPZR4dKvfIC1WZm9kXzrm0w08koZSdT+QqfCJSZlXr4p0hMSX57bX+0Y4Q88r7ItP/5LMfdoTl/64zjqviyf4zcdXPSxMCi4iIiIiIiEisiathTZoQWERERERERCT2lbE7acdX40zhnDOaEFhEREREREQkZpWxthns6RugAAAgAElEQVQNaxIRERERERERiaa46jmze1hTcuK+93AXERERERERkRhRxrrOlKrnjJndbGZfm9lyM5tqZuUt4EEz+87MVprZgHCHPZAcfw7lEsthZW1wmoiIiIiIiIjErAP2nDGzOsAAoIlzLsvMpgG9CbRj1QNOdM4VmFnN8EY9sJz8HM03IyIiIiIiIhLjrIx1nSntsCYfkGJmeUAFYCPwAHCpc64AwDm3NTwRSy87P1vzzYiIiIiIiIjEuLI2IOaAjTPOuZ/MbASwDsgC3nHOvWNmU4FeZtYV+BkY4Jz7fu/9zSwDyABITU0lMzMzlPkL/fHHH6z5aQ34CdsxZE9//PGHyjrCVOaRpzKPDpV75KnMRURERKKnNMOaqgGdgWOB7cB0M7scKAdkO+fSzKwb8Axwzt77O+fGA+MB0tLSXHp6eujSF5GZmUn1o6pTOacy4TqG7CkzM1NlHWEq88hTmUeHyj3yVOYiIiLiJWWs40ypJgS+APjROfezcy4PmAGcCWwIPgaYCfw1PBFLLyc/h/K+8tGOISIiIiIiIiJSaqWZc2Yd0NLMKhAY1nQ+sAjYCbQCfgTOA74LV8jSyvFrQmARERERERGRmFfGus6UZs6Zz8zsFWAxkA8sITBMKQV40cxuBv4A+oUzaGloQmARERERERERiTWluluTc+4e4J69FucA7UOe6DDoVtoiIiIiIiIisU+30o5hOf4cqiVVi3YMERERERERETkMZe1W2qWZEDhmaEJgEREREREREYk1cdVzJjs/W8OaREREREREouC31/pHO8IB1bz8+WhH2K+tL1wR7QieUcY6zsRZzxl/jiYEFhEREREREZGYElc9Z3Ly1TgjIiIiIiIiEvPKWNeZ+Gqc8etuTSIiIiIiIiKxrqzdrSm+hjVpQmARERERERERiTFx1XMmOz9bw5pEREREREREYpxupR2j/M6P3/k1rElEREREREREYkrc9JzJK8gDUM8ZERERERERkRhXxjrOxE/PmcLGGfWcEREREREREYltFqav/R3SrJ6ZzTOzFWb2tZkNDC6vbmbvmtn3we/VgsvNzJ4ws1VmttTMTjnUHzd+GmdcoHFGEwKLiIiIiIiIyCHIB25xzjUBWgI3mFkTYAjwvnPueOD94HOAtsDxwa8MYOyhHjhuGmdyC3IBDWsSERERERERiXUWpn/745zb5JxbHHz8O7ASqAN0BiYFN5sEdAk+7gw87wIWAFXNrPah/Lzx1zijYU0iIiIiIiIiUgwzyzCzRUW+MkrYrgFwMvAZkOqc2xRctRlIDT6uA6wvstuG4LKDpgmBRURERERERMRTwnUrbefceGD8/o9tFYFXgZucczutSBjnnDMzF+pccdNzRhMCi4iIiIiIiMjhMLMkAg0zLzrnZgQXb9k9XCn4fWtw+U9AvSK71w0uO2jx0zijCYFFRERERERE4kIUbtaEBbrIPA2sdM49VmTVLKBv8HFf4PUiy68I3rWpJbCjyPCngxI3w5o0IbCIiIiIiIhInAjTsKYDOAv4G7DMzL4MLhsKPAJMM7OrgbXAJcF1c4B2wCpgF3DloR44/hpnNKxJRERERERERA6Sc+4TSm4WOr+Y7R1wQyiOHTeNM5oQWERERERERCQ+HOi21/FGc86IiIiICJ9+/BGd2l9MhzYX8vSEfW9iMe3lqXTv0pFLunWm7+V9+GHVKgCWLP6CHl070ueSbqxduwaAnTt3cu01V1FQUBDRjF8sWkivHl055a9NePftuYXL1/y4mt49u9Gja0e++nIJAPn5+WRc/XeysrJCmtHrVIbiBV78vLmu7YksGN6Rz4Z34vq2jQFoXr8a79/flk8e6UDmg+049bgaxe5776WnsGB4RxYM70i3/2tQuHxi/7P577CO3N375MJlg7o2p31avWJe5eB4sQzl8MRN44yGNYmIiIgcGr/fz0MP3seTT01k5qzZzJ3zZmFFfrd27Tvy6mtvMG3G61x5VT9GPPowAM9PepYxYycwaPBQpr/8EgATxo2l3zXXkpAQuqpmaTLWql2b+x98mLbtO+yxfPq0l7ltyFDGjJ3ApGefAQK/uLTv0ImUlJSQZfQ6laF4gRc/bxrXrUrf1sfT6o45nDn4DS4+pS4NUytx/2Wn8sirX3H2kDd5aPpX3HfZqfvse/HJdTipQXXOGvwmre98iwEdmlApJYmmx1QlK9fPmYPf4JSGNaickkRq1RTSGh3J7EXrDzkreLMMw8EsPF9e5a3SPwwa1iQiIiJyaJYvW0q9evWpW68eScnJtGnXnsx57++xTcWKFQsfZ2VlYcEars/nIys7i+zsbHw+H+vXrWPz5k2cdvoZEc9Yp05d/nLCiSTYnlVcn89HdnY2WdlZ+JJ87Ny5kw8z59Gxc5eQZvQ6laF4gRc/b06oU4VFq34hK9ePv8Dx6crNdDz9GJyDSinJAFSukMTm3/btJXZCnar895st+Ascu3LyWb7uNy446Wjy8h0pyYmYQZIvAX+B446eLXho+leHlRW8WYbhEI27NUVT3Mw5o54zIiIiEm/MLBnoDWx0zr1nZpcCZwIrgfHOBcd1H6atW7ZQq3atwuc1U1NZtnTpPtu9NOVFJj//LHl5eUx4ZhIAV/e7ljtvH0y5cuV46JHh/HvEMPoPuCkUsQ4pY3F697mMO4cOJjc3l7vuuZfxTz3pyb8Sh5vKULzAi583K9Zv5+7eJ1O9YjmycvO5qEVdlqz+lcGTFjJz6AU8cPmpJJhx4d1v7bPv8nXbGNL9JEa9uYKUcj7OaVKLbzbsYOaCtfyyM5uPH+7ASx+vpmGtSiQkwFdrth12Xi+WoRy+uGmcUc8ZERERiUPPEqivVTCzvkBFYAaBO0acDvSNZJjel15G70svY86bbzDhqbE88PAwTmzcmBemTgMC85UcdeRROOcYdMtN+Hw+bh00hBpHHhnJmPuoffTRPP3cZADWrV3Lli2badjwOIYOGUReXh433DiQBg2OjWpGr1MZSqRF8vPmu407eHzWcmYOvYBdOfksXbsNf0EB/S78C7c/v5BZn6+ja8v6jL72TDo/+O4e+36wdBOnNDySd+9ryy87s1n4/c8UFDgAhjy/qHC7lwe1YuDEBdzapTnN6ldj3rJNTPrg+8MooQOL1c/sQl7u5hIGcdPUvXtCYPWcERERkTjS3DnXC+gKXAT0cM5NBq4ETt7fjmaWYWaLzGxRcZNFFlUzNZXNmzYXPt+6ZQupqaklbt+mXXvmffDeHsucc4wfN5aMf1zPuCdHc/Mtg+je4xKmvDj5AD9i6RxsxpKMeuJx+g+4iSkvTqZb957cfMsgxj05OiQZvU5lKF7g1c+byfNWcd7Q2bS99222/5nLqk2/0+e845j1+ToAZi5YW+KEwCNeW8bZQ96ky0PvYWas2rRzj/XtTq3Hlz9uo2J5H8emVuLvIz+iyxn1SUlOPKSsXi1DOTxx0ziTW5BLoiXiS4ibzkAiIiIiCcGhTZWACkCV4PJyQNL+dnTOjXfOpTnn0q6+JmO/B2narDnr1q1hw4b15OXmMnfObM5r1XqPbXbf1QPgow8zOaZ+/T3Wv/H6a5xzzrlUqVqVrOxsEiyBhIQEskN0J5/SZDyQRQs/p+ZRNalfvwHZWVkkJCSQYAlkZWeHJKPXqQzFC7z6eXNk5cBdf+vWOIJOpx3D9E9Xs/m3XZzdJNDocV6zWvyw+fd99kswo3rFQAeBpsdUpekxVXl/6cbC9b5E4/p2jfnPrOWUT/LhCPSqSUgwkn2H9uu4V8sw1CxM/7wqbloy8gry1GtGRERE4s3TwDdAInAHMN3MVgMtgZdCdRCfz8ftd9zNdRn9KCjw06Vrdxo1Op4xo0bStGkz0lufz0tTXmDB/Pkk+XxUqlyZ+x8aVrh/VlYWr782g6cmBO7ic0XfK7nhugySkpJ45NEREcu4fNlSbh7Yv3Cy2ifHjGLmrNlA4K/EE8aN5dERjwPQvWcvbh98K35/Pnfc9a+QZPQ6laF4gVc/b17453lUr1iOPH8Btzz7GTt25XHj+AUM63savkQjJ8/PwAnzATi5YQ2uuuAv3Dh+Pkk+Y+6/Lgbg96w8rhn9Cf7gsCaAjItOZMpHP5CV62f5ut+okOxj/qMdeefLn9ix69CmDfNqGYaal++sFA7mnDvwViGSlpbmFi1adOAND0G3Cd3I3JbJtsGHP8GSlE5mZibp6enRjlGmqMwjT2UeHSr3yAtVmZvZF865tMNPJLuZ2dEAzrmNZlYVuABY55z7vLSvkZ1P5Cp8IiIeVvPy56MdYb+2vnBFtCMcUHlfZLqfrNqaFZb/uxrVTPFks0/c9JzJdbnqOSMiIiJxxzm3scjj7cArUYwjIiISEZ5sQQmjuJlzJq8gj/K+8tGOISIiIiIiIiJyUOKn50xBrm6jLSIiIiIiIhIPyljXmbjqOaNhTSIiIiIiIiISa+Km50xeQZ56zoiIiIiIiIjEAS/f9joc4qdxxuVxhO+IaMcQERERERERkcNU1m6lHTfDmnILcjUhsIiIiIiIiIjEnLjpOaMJgUVERERERETiQxnrOBM/PWc0IbCIiIiIiIiIxKK46TmT5zQhsIiIiIiIiEhcKGNdZ+KncUY9Z0RERERERETiQlm7W1PcDGvKLcilfKImBBYRERERERGR2FKqxhkzu9nMvjaz5WY21czKF1n3hJn9Eb6IpaOeMyIiIiIiIiLxwSw8X151wMYZM6sDDADSnHPNgESgd3BdGlAtrAlLSXdrEhEREREREZFYVNphTT4gxcx8QAVgo5klAsOB28IVrrScc4EJgdVzRkRERERERCTmWZi+vOqAEwI7534ysxHAOiALeMc5946ZDQRmOec22X76BplZBpABkJqaSmZmZkiCF5VXkAfAxnUbw/L6Urw//vhD5R1hKvPIU5lHh8o98lTmIiIi4iVeHoIUDgdsnDGzakBn4FhgOzDdzK4AegLpB9rfOTceGA+Qlpbm0tMPuMtB25mzEz6Gxsc3Jv3M0L++FC8zM5NwnE8pmco88lTm0aFyjzyVuYiIiEj0lOZW2hcAPzrnfgYwsxnAvUAKsCrYa6aCma1yzjUKW9L9yMnPAdCwJhEREZFiOBftBPtX1v46Gg5eP8cSGl5/rxTEwIW4ZfIV0Y6wX0ddNinaEQ7o95f7RuhIHr/gQ6w0c86sA1qaWQULtMScDzzmnKvlnGvgnGsA7IpWwwxAjj/YOKMJgUVEREREREQkxpRmzpnPzOwVYDGQDywhOEzJK9RzRkRERERERCR+eL2nWKiVZlgTzrl7gHv2s75iyBIdguz8bADK+8pHM4aIiIiIiIiIyEErVeOM12lYk4iIiIiIiEj8KGMdZ+KkcUbDmkRERERERETiRlkb1lSaCYE9Tz1nRERERERERCRWqeeMiIiIiIiIiHiKlbGBTXHRc0YTAouIiIiIiIhIrIqPnjMa1iQiIiIiIiISP8pWx5k4aZzRsCYRERERERGRuFHG2mbiY1iTes6IiIiIiIiISKxSzxkRERERERER8RTdSjsGaUJgEREREREREYlV8dFzRsOaREREREREROJGWbuVdnw0zgSHNSUnJkc5iYiIiIiIiIgctrLVNhMfw5py/DkkWRJW1galiYiIiIiIiEjMi4ueM9n52SQlJEU7hoiIiIiIiIiEQFnrehEfPWfyc0hO0JAmERERkUP16Scf0bnDxXRseyHPTBy/z/rXX5tBq3Nackn3zlzSvTMzXpkOwJofV9Pnkm707NqRr75cAkB+fj7X9vs7WVlZoc348Ud0an8xHdpcyNMT9s34/HPP0rVjO3p07cg1V/Vl48afCjP27tmNHntlzLg69Bm97kDnGeDtuXPo1qkd3Tq3Z8httwCRO88Hyjd82EOF12Cn9hdz9v+lRTRfaTJ64b3iZf+6cyitzz2THl06Frt+zptvcEnXTvTs2pG+l/Xm22++AWDbtm1c+bdL6dGlI/Pef69w+5tuvJ6tW7eEPKcXz/N1bRvz2YhOfD6iM9e3awzA7T1O4tuxPfl0WEc+HdaRi1rUKXbfG9o14fMRnflsRCeeGXAu5ZICTQETbzyH+Y925J7eJxduO6jbX+mQVu+wssrBi4ueMzn+HPWcERERETlEfr+fhx+4j6cmPEtqrVQu69WD81q15rjjGu2x3UVt2nH7HXfvseyV6S9z25ChHH10XR595EH+/Z9RTH95Ku06dCIlJSWkGR968D7GTXiW1NRULu3Vg/RWrTmu0f8ynti4MVOmvUpKSgrTXprC4/8ezvB//4fp0wIZ69Spy7CHH+SxkaOY9vJU2oc4o9eV5jyvXbuGZyaO57nJU6lcpQrbfv0ViMx5Lk2+QYOHFj6e+uJkvlm5ImL5SpsRovte8bqOXbrS69LLuGvokGLXH12nDhOfm0zlKlX45OOPeODeu5k8dRpz57xJj0t60/qCC7nxugxanX8BH2Z+wIknNqZmzdSQZvTieW5cryp/P/940ofOJje/gJlDL2DuFxsAGDN7BU+8+XWJ+9auVoF/tD2R0/75Otl5fibddB49zjyWL3/cRnZuPv932xu8fseFVE5JIqWcj9MaHcnwGUsPOWuolLVZS+Kj50xwzhkRERGReGNmDc3sVjMbaWaPmdk/zKxyKI+xfNlS6h1Tn7r16pGUlMzFbduT+cH7pdrX5/ORlZVNdnYWPp+PnTt38mHmPDp26hLKiIGM9YIZk5Np0649mfP2zHj6GS0Lf/lpflILtm7eXJgxOzubrOwsfElFMnYObUavK815nvHKNHr1vozKVaoAUL1GDSAy5/lgr8O35symTbsOEct3KBmLilRGrzs17TSqBK+v4rQ4+ZTC6++vfz2JLVt2v4+TyM7OIi83l8TERPLz85ky+Xn6XtUv5Bm9eJ5PqFOFRd//QlauH3+B45MVW+h0xjGl3t+XkEBKciKJCUaF5EQ2/ZZFvr+A8sk+zCApMQF/gePOS1rw4PQvDyurHJr46DmTr54zIiIiEn/MbADQAfgIOA1YAtQDFpjZ9c65zFAcZ+vWLdSqVavweWpqKsuW7ftX0/fffYfFixZSv8Gx3Hrb7dSqXZtefS7jztsHk5eXy51338uEcU9y9TXXkpAQ2r8Bbt2yhVq1/5exZmoqy5aW/Jfdma++wlnnnAtA7z6XcefQweTm5nLXPfcy/qkn6ReGjF5XmvO8du0aAPpe3puCggL+cX1/zjr73Iic59JehwAbN/7Exp82cPoZLQEidx3GwHslnrw24xXOOjvwPm7bvgNDb7uVV6dPY+A/b2XaS1No3zE8vY68eJ5Xrt/OPb1OpnrFcmTl5nPxyXVYvPpXtv2eQ8bFJ9Ln3IYsWf0rQycvYvufuXvsu+m3XTzx5teseLIH2bl+3l+6kQ+WbgTgl53ZfPJIR176+Aca1qpEghlf/bjtsLKGim6lHYOy87M154yIiIjEo2uAFs45v5k9BsxxzqWb2TjgdeDkknY0swwgA2DUk+O4ul/GYQU5L70Vbdt1IDk5mVemvcRddwxmwjPPU7v20Tz93GQA1q1by5bNm2nY8DjuGDKIvLw8brhxIPUbHHtYxz5Yb77xOiu+Xs4zk14AoPbRRTKuXcuWLYGMQ4tkbBDhjF7lz/ezbu1aJj47ma1bNnNV38uZPvMNz53nt9+azQUXXUxiYiKAp/LF0nvFyxZ+voDXZrzKM5NfBKBSpUqMGjsOgJ07dvDsxAk89sQo7rvnLnbu3MHf+l7JSS1K/EgMuUif529/2sHjs5bz2h0Xsisnn6VrfsNf4Jj47rcMe3UpDsddl5zMQ39L4/qn/rvHvlWPSKZ9Wj2a93+V7btymXxzOr3ObsjLn6xmyKSFhdtNu601AybM59auzWlevzrzlm7kuQ++P7yCOgwa1hSDcvyaEFhERETi1u4/ppUDKgI459YB++027Jwb75xLc86lHahhpmbNVDYHhwABbNmyZZ85HKpWrUZycqC+1bV7T1au2Hd+g9EjH+eGATcx5cXJdO3ek5tuGcRTY0cf6OcrlZqpqWze9L+MW7dsITV133kmFsz/LxPHP8XI0WML8xY16onH6R/M2K17T26+ZRDjngxNRq8rzXlOTU3lvFatSUpKok7detRv0IB1wd40u4XrPJcm325z35pDm7bti10X1uswBt4r8eC7b7/lvrvv4vFRY6hatdo+68ePe5J+Gdcyd85sWpxyCvc/+EhI38dePc/Pz1vFube/SZt/zWX7nzms2rSTn3dkU+AczsFzH3zHqY2O3Ge/9Oa1Wbv1D375PYd8v2PW52s544Sj9timfVo9lqz+lYrlk2iYWom+//mQzi3rk5KceMh55eDERePMX6r/hYZHNIx2DBEREZFQmwgsNLMJwHxgDICZHQWErN9502bNWbduDT9tWE9eXi5vvzWb81q13mObn3/eWvj4w3kfcGzD4/ZYv2jh5xxVsyb16zcgOzuLhIQEEiyB7KzskGbcsGE9ebm5zJ2zb8aVK1dw/713M3L0WGoE50rZO2PNo4IZs/6XMSs7NBm9rjTnudX5F7Bo4ecA/PbbNtauWUPdev+7a0s4z3Np8gH8uPoHdu7cWWwviUhdh15+r8S6TZs2cutNN3L/w8OK7WGydu0atm7ZQtrpZ5CdlU2CJYAZ2Tk5Icvg1fN8ZOXyANStcQSdTq/P9E9Wk1r1f8O6Op5WnxXrt++z34Zf/uS0448qbGhJb1abb3/aUbjel2hc364x/5m1nPLJiTgXWJ6YYCT74qLJICbExbCmMe3HkJmZGe0YIiIiIiHlnBtpZu8BjYF/O+e+CS7/GTg3VMfx+XwMGXo3113bjwK/n85du9Oo0fE8OXokTZo2I73V+Ux9YTKZmR/gS0ykcpUq3PfAw0VzMmHcWB799+MAdO/Ri6FDbsWfn8/Qu/4Vsoy333E312X0o6DAT5dgxjGjRtK0aTPSW5/P4yMeZdeuXQy6eSAAtWrX5okxT+2ZcUQwY89e3D74Vvz+fO4IUUavK815PvOsc5j/30/p1qkdCYmJ3HzLbYU9F8J9nkuTD3b3mmmH7TXmIVLXodffK143ZNA/+WLhQrZv/42Lzz+Pf1x/I/n5+QD07NWb8WOfZPuO7Tz8wH0AJCYmMmXaq4X7j3niP9ww4CYA2rRrz80DbuDZpydwXf8bQ5bRq+f5xX+mU71SOfL8BfzzmQXs2JXH8CvP4K8NquOcY93PfzJgwnwAalVLYfS1Z9LjkfdZtOoXXvtsDZ880pH8ggK++nEbz773XeHrZlx8IlM+/IGsXD/L1/5GSjkfC4Z34p0lG9ixK++Q88rBMbe7WSwC0tLS3KJFi8Ly2pmZmaSnp4fltaV4KvPIU5lHnso8OlTukReqMjezL5xzaYefSEIpK4/IVfgOQVmbVyAcIlillyjy+nulIAYuRK9PMlvz8knRjnBAv7/cNyKFuD3LH5YLqmpKoicvgrjoOSMiIiIiIiIi8cPrDWmhpgFkIiIiIiIiIiJRpJ4zIiIiIiIiIuIpXh/GF2rqOSMiIiIiIiIiEkXqOSMiIiIiIiIinlLGOs6ocUZEREREREREPKaMtc5oWJOIiIiIiIiISBSp54yIiIiIiIiIeIpupS0iIiIiIiIiIhGjnjMiIiIiIiIi4im6lbaIiIiIiIiIiESMes6IiIiIiIiIiKeUsY4zapwREREREREREY8pY60zGtYkIiIiIiIiIhJFapwREREREREREU+xMP074HHN2pjZt2a2ysyGROBHBdQ4IyIiIiIiIiKCmSUCY4C2QBOgj5k1icSxNeeMiIiIiIiIiHhKlG6lfTqwyjm3OpDBXgI6AyvCfeCINs588cUXv5jZ2jC9/JHAL2F6bSmeyjzyVOaRpzKPDpV75IWqzOuH4DUkxFKSQjutopllOOfGh/I1Q83rGb2eD7yf0ev5wPsZQ58v9L9Ne70MIbQZf3+5byheZg+xUIbFKe8Lz5TAZpYBZBRZNL5I+dQB1hdZtwE4Ixw59snlnIvEccLOzBY559KinaMsUZlHnso88lTm0aFyjzyVuRyMWLhevJ7R6/nA+xm9ng+8n9Hr+UAZQ8Hr+bzEzHoAbZxz/YLP/wac4ZzrH+5ja84ZERERERERERH4CahX5Hnd4LKwU+OMiIiIiIiIiAgsBI43s2PNLBnoDcyKxIHjaULgmBtDFwdU5pGnMo88lXl0qNwjT2UuByMWrhevZ/R6PvB+Rq/nA+9n9Ho+UMZQ8Ho+z3DO5ZtZf+BtIBF4xjn3dSSOHTdzzoiIiIiIiIiIxCINaxIRERERERERiSI1zoiIiIiIiIiIRFFcNM6YWRsz+9bMVpnZkGjniUdmVs/M5pnZCjP72swGBpdXN7N3zez74Pdq0c4ab8ws0cyWmNmbwefHmtlnwev95eBEVRIiZlbVzF4xs2/MbKWZ/Z+u8/Ays5uDnyvLzWyqmZXXdR56ZvaMmW01s+VFlhV7bVvAE8HyX2pmp0QvuXiJ1+tcxV3nXlNSncorgp/Bn5vZV8F890Y7U0n2riN5jZmtMbNlZvalmS2Kdp69FVfniXamoszshGDZ7f7aaWY3RTtXUcXVYaKdaW9mNjCY72uvlZ/sKeYbZ8wsERgDtAWaAH3MrEl0U8WlfOAW51wToCVwQ7CchwDvO+eOB94PPpfQGgisLPJ8GPC4c64R8BtwdVRSxa+RwFzn3InASQTKXtd5mJhZHWAAkOaca0Zg4rXe6DoPh+eANnstK+nabgscH/zKAMZGKKN4WIzUuZ5j3+vca0qqU3lFDtDaOXcS0AJoY2Yto5ypJHvXkbyolXOuhXMuLdpBilFcnccznHPfBsuuBXAqsAuYGeVYhfZTh/EMM2sGXAOcTuAcdzCzRtFNJSWJ+cYZAhfaKufcaudcLvAS0DnKmeKOc26Tc25x8PHvBD686xAo60nBzSYBXaKTMOQtu4wAAAc8SURBVD6ZWV2gPTAx+NyA1sArwU1U5iFkZlWAc4GnAZxzuc657eg6DzcfkGJmPqACsAld5yHnnPsI2LbX4pKu7c7A8y5gAVDVzGpHJql4mOfrXCVc556ynzqVJwTf938EnyYFvzx3B5G960hycPZT5/Gq84EfnHNrox1kL3vXYTZGOc/eGgOfOed2OefygQ+BblHOJCWIh8aZOsD6Is834KH/4OKRmTUATgY+A1Kdc5uCqzYDqVGKFa/+A9wGFASf1wC2Bz9cQdd7qB0L/Aw8G+wmPdHMjkDXedg4534CRgDrCDTK7AC+QNd5pJR0bev/VimOrosQ26tO5RnB4UJfAluBd51znsoXtHcdyYsc8I6ZfWFmGdEOs5eS6jxe1RuYGu0QRRVXh3HOvRPdVPtYDpxjZjXMrALQDqgX5UxSgnhonJEIMrOKwKvATc65nUXXucB92T33l5VYZWYdgK3OuS+inaUM8QGnAGOdcycDf7LXECZd56EVnOOkM4FK4tHAEXh/SEJc0rUtEln7q1NFm3POHxxKUhc4PTg0wjNiqI50tnPuFAJDAW8ws3OjHaiIA9Z5vCI471wnYHq0sxRVXB3GzC6Pbqo9OedWEhgq/g4wF/gS8Ec1lJQoHhpnfmLP1r+6wWUSYmaWRKAS8aJzbkZw8ZbdXd2D37dGK18cOgvoZGZrCHQdb01gbHDVYNdJ0PUeahuADUX+QvgKgYqLrvPwuQD40Tn3s3MuD5hB4NrXdR4ZJV3b+r9ViqPrIkRKqFN5TnCYyzy812i+Tx3JzF6IbqR9BXtW4JzbSmCulNOjm2gPJdV5vKgtsNg5tyXaQfZSXB3mzChn2odz7mnn3KnOuXMJzOP3XbQzSfHioXFmIXB88M4eyQS6vM2Kcqa4E5zr5GlgpXPusSKrZgF9g4/7Aq9HOlu8cs7d7pyr65xrQOC6/sA5dxmBSlKP4GYq8xByzm0G1pvZCcFF5wMr0HUeTuuAlmZWIfg5s7vMdZ1HRknX9izgiuBdm1oS6Kq9qbgXkDJFda4Q2E+dyhPM7Cgzqxp8nAJcCHwT3VR7KqGO5KkeC2Z2hJlV2v0YuIjAEBNP2E+dx4v64LEhTUHF1WE8NakygJnVDH4/hsB8M1Oim0hK4jvwJt7mnMs3s/7A2wRmyH7GOfd1lGPFo7OAvwHLgmOQAYYCjwDTzOxqYC1wSZTylSWDgZfM7AFgCcGJ3CRkbgReDP7isRq4kkBDtq7zMHDOfWZmrwCLCdzBZAkwHpiNrvOQMrOpQDpwpJltAO6h5M/wOQTGpa8icHeMKyMeWDwnFupcxV3nzjmvfX4UW6dyzs2JYqaiagOTgnfnSgCmOec8eatqj0sFZgZ+Z8cHTHHOzY1upH0UV+fxlGDD1oXAtdHOsrf91GG85lUzqwHkATd4fOLnMs0CQ8xFRERERERERCQa4mFYk4iIiIiIiIhIzFLjjIiIiIiIiIhIFKlxRkREREREREQkitQ4IyIiIiIiIiISRWqcERERERERERGJIjXOiIiIiIhIzDAzv5l9aWbLzWy6mVU4jNdKN7M3g487mdmQ/Wxb1cyuP4Rj/MvMbj3UjCJSNqhxRkREREREYkmWc66Fc64ZkAv8o+hKCzjo33Occ7Occ4/sZ5OqwEE3zoiIlIYaZ0REREREJFZ9DDQyswZm9q2ZPQ8sB+qZ2UVmNt/MFgd72FQEMLM2ZvaNmS0Guu1+ITP7u5mNDj5ONbOZZvZV8OtM4BHguGCvneHB7QaZ2UIzW2pm9xZ5rTvM7Dsz+wQ4IWKlISIxyxftACIiIiIiIgfLzHxAW2BucNHxQF/n3AIzOxK4E7jAOfenmQ0G/mlmjwITgNbAKuDlEl7+CeBD51xXM0sEKgJDgGbOuRbB418UPObpgAGzzOxc4E+gN9CCwO9bi4EvQvvTi0i8UeOMiIiIiIjEkhQz+zL4+GPgaeBoYK1zbkFweUugCfCpmQEkA/OBE4EfnXPfA5jZC0BGMcdoDVwB4JzzAzvMrNpe21wU/FoSfF6RQGNNJWCmc25X8BizDuunFZEyQY0zIiIiIiISS7J2917ZLdgA82fRRcC7zrk+e223x36HyYCHnXPj9jrGTSE8hoiUEZpzRkRERERE4s0C4CwzawRgZkeY2V+Ab4AGZnZccLs+Jez/PnBdcN9EM6sC/E6gV8xubwNXFZnLpo6Z1QQ+ArqYWYqZVQI6hvhnE5E4pMYZERERERGJK865n4G/A1PNbCnBIU3OuWwCw5hmBycE3lrCSwwEWpnZMgLzxTRxzv1KYJjUcjMb7px7B5gCzA9u9wpQyTm3mMBcNl8BbwELw/aDikjcMOdctDOIiIiIiIiIiJRZ6jkjIiIiIiIiIhJFapwREREREREREYkiNc6IiIiIiIiIiESRGmdERERERERERKJIjTMiIiIiIiIiIlGkxhkRERERERERkShS44yIiIiIiIiISBT9P3iWc/wzyxcJAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 1440x576 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "process(imbalanced_train_loader, test_loader)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Best test acc = 99.04%"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x576 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "process(torch.utils.data.DataLoader(\n",
    "    imbalanced_train_dataset, \n",
    "    sampler=ImbalancedDatasetSampler(imbalanced_train_dataset),\n",
    "    batch_size=args.batch_size, **kwargs), test_loader)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.3"
  },
  "pycharm": {
   "stem_cell": {
    "cell_type": "raw",
    "source": [],
    "metadata": {
     "collapsed": false
    }
   }
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
